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Results with Julia v1.2.0
Testing was successful .
Last evaluation was ago and took 7 minutes, 5 seconds.
Click here to download the log file.
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Resolving package versions...
Installed PDMats ───────────── v0.9.10
Installed Missings ─────────── v0.4.3
Installed DataAPI ──────────── v1.1.0
Installed FileIO ───────────── v1.1.0
Installed NearestNeighbors ─── v0.4.4
Installed DistributedArrays ── v0.6.4
Installed BinaryProvider ───── v0.5.8
Installed DPMMSubClusters ──── v0.1.4
Installed Compat ───────────── v2.2.0
Installed StatsFuns ────────── v0.8.0
Installed StatsBase ────────── v0.32.0
Installed URIParser ────────── v0.4.0
Installed NPZ ──────────────── v0.4.0
Installed OrderedCollections ─ v1.1.0
Installed JLD2 ─────────────── v0.1.9
Installed Rmath ────────────── v0.6.0
Installed CatViews ─────────── v1.0.0
Installed DataStructures ───── v0.17.6
Installed TranscodingStreams ─ v0.9.5
Installed StaticArrays ─────── v0.12.1
Installed Distributions ────── v0.21.5
Installed ZipFile ──────────── v0.8.3
Installed CodecZlib ────────── v0.6.0
Installed SortingAlgorithms ── v0.3.1
Installed QuadGK ───────────── v2.1.1
Installed Primes ───────────── v0.4.0
Installed Arpack ───────────── v0.3.1
Installed SpecialFunctions ─── v0.7.2
Installed BinDeps ──────────── v0.8.10
Installed Clustering ───────── v0.13.3
Installed Distances ────────── v0.8.2
Updating `~/.julia/environments/v1.2/Project.toml`
[2841fd70] + DPMMSubClusters v0.1.4
Updating `~/.julia/environments/v1.2/Manifest.toml`
[7d9fca2a] + Arpack v0.3.1
[9e28174c] + BinDeps v0.8.10
[b99e7846] + BinaryProvider v0.5.8
[81a5f4ea] + CatViews v1.0.0
[aaaa29a8] + Clustering v0.13.3
[944b1d66] + CodecZlib v0.6.0
[34da2185] + Compat v2.2.0
[2841fd70] + DPMMSubClusters v0.1.4
[9a962f9c] + DataAPI v1.1.0
[864edb3b] + DataStructures v0.17.6
[b4f34e82] + Distances v0.8.2
[aaf54ef3] + DistributedArrays v0.6.4
[31c24e10] + Distributions v0.21.5
[5789e2e9] + FileIO v1.1.0
[033835bb] + JLD2 v0.1.9
[e1d29d7a] + Missings v0.4.3
[15e1cf62] + NPZ v0.4.0
[b8a86587] + NearestNeighbors v0.4.4
[bac558e1] + OrderedCollections v1.1.0
[90014a1f] + PDMats v0.9.10
[27ebfcd6] + Primes v0.4.0
[1fd47b50] + QuadGK v2.1.1
[79098fc4] + Rmath v0.6.0
[a2af1166] + SortingAlgorithms v0.3.1
[276daf66] + SpecialFunctions v0.7.2
[90137ffa] + StaticArrays v0.12.1
[2913bbd2] + StatsBase v0.32.0
[4c63d2b9] + StatsFuns v0.8.0
[3bb67fe8] + TranscodingStreams v0.9.5
[30578b45] + URIParser v0.4.0
[a5390f91] + ZipFile v0.8.3
[2a0f44e3] + Base64
[ade2ca70] + Dates
[8bb1440f] + DelimitedFiles
[8ba89e20] + Distributed
[b77e0a4c] + InteractiveUtils
[76f85450] + LibGit2
[8f399da3] + Libdl
[37e2e46d] + LinearAlgebra
[56ddb016] + Logging
[d6f4376e] + Markdown
[a63ad114] + Mmap
[44cfe95a] + Pkg
[de0858da] + Printf
[3fa0cd96] + REPL
[9a3f8284] + Random
[ea8e919c] + SHA
[9e88b42a] + Serialization
[1a1011a3] + SharedArrays
[6462fe0b] + Sockets
[2f01184e] + SparseArrays
[10745b16] + Statistics
[4607b0f0] + SuiteSparse
[8dfed614] + Test
[cf7118a7] + UUIDs
[4ec0a83e] + Unicode
Building Rmath ───────────→ `~/.julia/packages/Rmath/BoBag/deps/build.log`
Building CodecZlib ───────→ `~/.julia/packages/CodecZlib/5t9zO/deps/build.log`
Building ZipFile ─────────→ `~/.julia/packages/ZipFile/oD4uG/deps/build.log`
Building SpecialFunctions → `~/.julia/packages/SpecialFunctions/fvheQ/deps/build.log`
Building Arpack ──────────→ `~/.julia/packages/Arpack/cu5By/deps/build.log`
Testing DPMMSubClusters
Resolving package versions...
Status `/tmp/jl_8HE5v4/Manifest.toml`
[7d9fca2a] Arpack v0.3.1
[9e28174c] BinDeps v0.8.10
[b99e7846] BinaryProvider v0.5.8
[81a5f4ea] CatViews v1.0.0
[aaaa29a8] Clustering v0.13.3
[944b1d66] CodecZlib v0.6.0
[34da2185] Compat v2.2.0
[2841fd70] DPMMSubClusters v0.1.4
[9a962f9c] DataAPI v1.1.0
[864edb3b] DataStructures v0.17.6
[b4f34e82] Distances v0.8.2
[aaf54ef3] DistributedArrays v0.6.4
[31c24e10] Distributions v0.21.5
[5789e2e9] FileIO v1.1.0
[033835bb] JLD2 v0.1.9
[e1d29d7a] Missings v0.4.3
[15e1cf62] NPZ v0.4.0
[b8a86587] NearestNeighbors v0.4.4
[bac558e1] OrderedCollections v1.1.0
[90014a1f] PDMats v0.9.10
[27ebfcd6] Primes v0.4.0
[1fd47b50] QuadGK v2.1.1
[79098fc4] Rmath v0.6.0
[a2af1166] SortingAlgorithms v0.3.1
[276daf66] SpecialFunctions v0.7.2
[90137ffa] StaticArrays v0.12.1
[2913bbd2] StatsBase v0.32.0
[4c63d2b9] StatsFuns v0.8.0
[3bb67fe8] TranscodingStreams v0.9.5
[30578b45] URIParser v0.4.0
[a5390f91] ZipFile v0.8.3
[2a0f44e3] Base64 [`@stdlib/Base64`]
[ade2ca70] Dates [`@stdlib/Dates`]
[8bb1440f] DelimitedFiles [`@stdlib/DelimitedFiles`]
[8ba89e20] Distributed [`@stdlib/Distributed`]
[b77e0a4c] InteractiveUtils [`@stdlib/InteractiveUtils`]
[76f85450] LibGit2 [`@stdlib/LibGit2`]
[8f399da3] Libdl [`@stdlib/Libdl`]
[37e2e46d] LinearAlgebra [`@stdlib/LinearAlgebra`]
[56ddb016] Logging [`@stdlib/Logging`]
[d6f4376e] Markdown [`@stdlib/Markdown`]
[a63ad114] Mmap [`@stdlib/Mmap`]
[44cfe95a] Pkg [`@stdlib/Pkg`]
[de0858da] Printf [`@stdlib/Printf`]
[3fa0cd96] REPL [`@stdlib/REPL`]
[9a3f8284] Random [`@stdlib/Random`]
[ea8e919c] SHA [`@stdlib/SHA`]
[9e88b42a] Serialization [`@stdlib/Serialization`]
[1a1011a3] SharedArrays [`@stdlib/SharedArrays`]
[6462fe0b] Sockets [`@stdlib/Sockets`]
[2f01184e] SparseArrays [`@stdlib/SparseArrays`]
[10745b16] Statistics [`@stdlib/Statistics`]
[4607b0f0] SuiteSparse [`@stdlib/SuiteSparse`]
[8dfed614] Test [`@stdlib/Test`]
[cf7118a7] UUIDs [`@stdlib/UUIDs`]
[4ec0a83e] Unicode [`@stdlib/Unicode`]
Loading and distributing data:
1.794052 seconds (1.25 M allocations: 63.610 MiB, 3.37% gc time)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:6.921424865722656 || Total time:6.921424865722656
Iteration: 2 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0023660659790039062 || Total time:6.92379093170166
Iteration: 3 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002218008041381836 || Total time:6.926008939743042
Iteration: 4 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.033226966857910156 || Total time:6.959235906600952
Iteration: 5 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020380020141601562 || Total time:6.961273908615112
Iteration: 6 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0033588409423828125 || Total time:6.964632749557495
Iteration: 7 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0022220611572265625 || Total time:6.966854810714722
Iteration: 8 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0017681121826171875 || Total time:6.968622922897339
Iteration: 9 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0017058849334716797 || Total time:6.9703288078308105
Iteration: 10 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0017189979553222656 || Total time:6.972047805786133
Iteration: 11 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0017058849334716797 || Total time:6.9737536907196045
Iteration: 12 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.001689910888671875 || Total time:6.975443601608276
Iteration: 13 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0016880035400390625 || Total time:6.977131605148315
Iteration: 14 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.001772165298461914 || Total time:6.978903770446777
Iteration: 15 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0017709732055664062 || Total time:6.980674743652344
Iteration: 16 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0017609596252441406 || Total time:6.982435703277588
Iteration: 17 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0015769004821777344 || Total time:6.984012603759766
Iteration: 18 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.001569986343383789 || Total time:6.985582590103149
Iteration: 19 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0016469955444335938 || Total time:6.987229585647583
Iteration: 20 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0015020370483398438 || Total time:6.988731622695923
Iteration: 21 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0016529560089111328 || Total time:6.990384578704834
Iteration: 22 || Clusters count: 2 || Log posterior: -2872.3473899692726 || Vi score: no gt || NMI score: no gt || Iter Time:0.8525450229644775 || Total time:7.8429296016693115
Iteration: 23 || Clusters count: 2 || Log posterior: -2101.637026104374 || Vi score: no gt || NMI score: no gt || Iter Time:0.002215147018432617 || Total time:7.845144748687744
Iteration: 24 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.002460956573486328 || Total time:7.8476057052612305
Iteration: 25 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.0021049976348876953 || Total time:7.849710702896118
Iteration: 26 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.002256155014038086 || Total time:7.851966857910156
Iteration: 27 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.018072843551635742 || Total time:7.870039701461792
Iteration: 28 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.0026040077209472656 || Total time:7.872643709182739
Iteration: 29 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.002465963363647461 || Total time:7.875109672546387
Iteration: 30 || Clusters count: 3 || Log posterior: -1802.5768947929573 || Vi score: no gt || NMI score: no gt || Iter Time:0.012253999710083008 || Total time:7.88736367225647
Iteration: 31 || Clusters count: 3 || Log posterior: -1328.973725351735 || Vi score: no gt || NMI score: no gt || Iter Time:0.002552032470703125 || Total time:7.889915704727173
Iteration: 32 || Clusters count: 3 || Log posterior: -1328.973725351735 || Vi score: no gt || NMI score: no gt || Iter Time:0.0025599002838134766 || Total time:7.892475605010986
Iteration: 33 || Clusters count: 3 || Log posterior: -1328.973725351735 || Vi score: no gt || NMI score: no gt || Iter Time:0.0025949478149414062 || Total time:7.895070552825928
Iteration: 34 || Clusters count: 4 || Log posterior: -1176.710482391758 || Vi score: no gt || NMI score: no gt || Iter Time:0.0034189224243164062 || Total time:7.898489475250244
Iteration: 35 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029261112213134766 || Total time:7.901415586471558
Iteration: 36 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0031549930572509766 || Total time:7.904570579528809
Iteration: 37 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029981136322021484 || Total time:7.907568693161011
Iteration: 38 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032989978790283203 || Total time:7.910867691040039
Iteration: 39 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003269195556640625 || Total time:7.91413688659668
Iteration: 40 || Clusters count: 5 || Log posterior: -760.3350456089211 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038268566131591797 || Total time:7.917963743209839
Iteration: 41 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0044291019439697266 || Total time:7.922392845153809
Iteration: 42 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0034859180450439453 || Total time:7.9258787631988525
Iteration: 43 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003529071807861328 || Total time:7.929407835006714
Iteration: 44 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003348827362060547 || Total time:7.932756662368774
Iteration: 45 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003448009490966797 || Total time:7.936204671859741
Iteration: 46 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0037229061126708984 || Total time:7.939927577972412
Iteration: 47 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003535032272338867 || Total time:7.943462610244751
Iteration: 48 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0033388137817382812 || Total time:7.946801424026489
Iteration: 49 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003587007522583008 || Total time:7.950388431549072
Iteration: 50 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0034379959106445312 || Total time:7.953826427459717
Iteration: 51 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003654956817626953 || Total time:7.957481384277344
Iteration: 52 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003393888473510742 || Total time:7.9608752727508545
Iteration: 53 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003278970718383789 || Total time:7.964154243469238
Iteration: 54 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032410621643066406 || Total time:7.967395305633545
Iteration: 55 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038869380950927734 || Total time:7.971282243728638
Iteration: 56 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0039539337158203125 || Total time:7.975236177444458
Iteration: 57 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.01194310188293457 || Total time:7.987179279327393
Iteration: 58 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0037539005279541016 || Total time:7.990933179855347
Iteration: 59 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029850006103515625 || Total time:7.993918180465698
Iteration: 60 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.002998828887939453 || Total time:7.996917009353638
Iteration: 61 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0031991004943847656 || Total time:8.000116109848022
Iteration: 62 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0033550262451171875 || Total time:8.00347113609314
Iteration: 63 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003091096878051758 || Total time:8.006562232971191
Iteration: 64 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0030031204223632812 || Total time:8.009565353393555
Iteration: 65 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029668807983398438 || Total time:8.012532234191895
Iteration: 66 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003020048141479492 || Total time:8.015552282333374
Iteration: 67 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032198429107666016 || Total time:8.01877212524414
Iteration: 68 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0030999183654785156 || Total time:8.02187204360962
Iteration: 69 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0031731128692626953 || Total time:8.025045156478882
Iteration: 70 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032501220703125 || Total time:8.028295278549194
Iteration: 71 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003114938735961914 || Total time:8.031410217285156
Iteration: 72 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003365039825439453 || Total time:8.034775257110596
Iteration: 73 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003010988235473633 || Total time:8.03778624534607
Iteration: 74 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0028722286224365234 || Total time:8.040658473968506
Iteration: 75 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003055095672607422 || Total time:8.043713569641113
Iteration: 76 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029649734497070312 || Total time:8.04667854309082
Iteration: 77 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029380321502685547 || Total time:8.049616575241089
Iteration: 78 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0030701160430908203 || Total time:8.05268669128418
Iteration: 79 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029158592224121094 || Total time:8.055602550506592
Iteration: 80 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032548904418945312 || Total time:8.058857440948486
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Float32[0.2316417, 0.24013688, 0.18123835, 0.24785288]
Test Summary: | Pass Total
Testing Module (Determinstic) | 10 10
[3798, 7510, 25856, 10044, 13467, 3032, 14417, 11925, 8916, 1035]
Loading and distributing data:
0.015531 seconds (135 allocations: 1.152 MiB, 82.61% gc time)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.495211124420166 || Total time:0.495211124420166
Iteration: 2 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.5073840618133545 || Total time:1.0025951862335205
Iteration: 3 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.22252297401428223 || Total time:1.2251181602478027
Iteration: 4 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.25788402557373047 || Total time:1.4830021858215332
Iteration: 5 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.3152000904083252 || Total time:1.7982022762298584
Iteration: 6 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.2637197971343994 || Total time:2.061922073364258
Iteration: 7 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10058879852294922 || Total time:2.162510871887207
Iteration: 8 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.3789329528808594 || Total time:2.5414438247680664
Iteration: 9 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4068939685821533 || Total time:2.9483377933502197
Iteration: 10 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.5359530448913574 || Total time:3.484290838241577
Iteration: 11 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.38843202590942383 || Total time:3.872722864151001
Iteration: 12 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4221229553222656 || Total time:4.294845819473267
Iteration: 13 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4101109504699707 || Total time:4.704956769943237
Iteration: 14 || Clusters count: 2 || Log posterior: 64511.0710955495 || Vi score: 1.6949263658285303 || NMI score: 0.38383857014044875 || Iter Time:0.4420499801635742 || Total time:5.1470067501068115
Iteration: 15 || Clusters count: 2 || Log posterior: 79069.89069899259 || Vi score: 1.577584953710743 || NMI score: 0.42388797960445 || Iter Time:0.7066240310668945 || Total time:5.853630781173706
Iteration: 16 || Clusters count: 2 || Log posterior: 94250.28984888736 || Vi score: 1.4745729472667002 || NMI score: 0.4599817339075402 || Iter Time:0.7225308418273926 || Total time:6.576161623001099
Iteration: 17 || Clusters count: 2 || Log posterior: 96028.54381998716 || Vi score: 1.456021765687406 || NMI score: 0.46652863968993513 || Iter Time:0.5866661071777344 || Total time:7.162827730178833
Iteration: 18 || Clusters count: 2 || Log posterior: 96198.79517468158 || Vi score: 1.4512430677929433 || NMI score: 0.46819566769192156 || Iter Time:0.5896339416503906 || Total time:7.752461671829224
Iteration: 19 || Clusters count: 2 || Log posterior: 96216.63875445072 || Vi score: 1.452503872957127 || NMI score: 0.46774416843192923 || Iter Time:0.3538179397583008 || Total time:8.106279611587524
Iteration: 20 || Clusters count: 2 || Log posterior: 96241.1080823773 || Vi score: 1.450315618163847 || NMI score: 0.4685102844249672 || Iter Time:0.4341728687286377 || Total time:8.540452480316162
Iteration: 21 || Clusters count: 2 || Log posterior: 96284.82684954349 || Vi score: 1.450452660301933 || NMI score: 0.46845901023054526 || Iter Time:0.5026721954345703 || Total time:9.043124675750732
Iteration: 22 || Clusters count: 2 || Log posterior: 96230.13887318317 || Vi score: 1.4530168961696612 || NMI score: 0.46754881070824267 || Iter Time:0.12397480010986328 || Total time:9.167099475860596
Iteration: 23 || Clusters count: 2 || Log posterior: 96217.60832127271 || Vi score: 1.4518660475440097 || NMI score: 0.4679273412343381 || Iter Time:0.377399206161499 || Total time:9.544498682022095
Iteration: 24 || Clusters count: 2 || Log posterior: 96292.82657774631 || Vi score: 1.4513113346177424 || NMI score: 0.4681611841150123 || Iter Time:0.467818021774292 || Total time:10.012316703796387
Iteration: 25 || Clusters count: 2 || Log posterior: 96266.51395901386 || Vi score: 1.4514932217771235 || NMI score: 0.4681018958918288 || Iter Time:0.22664093971252441 || Total time:10.238957643508911
Iteration: 26 || Clusters count: 2 || Log posterior: 96263.76417931257 || Vi score: 1.4515049753263654 || NMI score: 0.4680839073247916 || Iter Time:0.41870594024658203 || Total time:10.657663583755493
Iteration: 27 || Clusters count: 2 || Log posterior: 96181.13938387576 || Vi score: 1.4517880596642865 || NMI score: 0.46796752398050884 || Iter Time:0.12898492813110352 || Total time:10.786648511886597
Iteration: 28 || Clusters count: 2 || Log posterior: 96255.38938387576 || Vi score: 1.4517880596642865 || NMI score: 0.46796752398050884 || Iter Time:0.17245817184448242 || Total time:10.959106683731079
Iteration: 29 || Clusters count: 4 || Log posterior: 257786.51767953578 || Vi score: 0.797815152349633 || NMI score: 0.7643086879343179 || Iter Time:0.24980616569519043 || Total time:11.20891284942627
Iteration: 30 || Clusters count: 4 || Log posterior: 279695.1200621957 || Vi score: 0.7663305481476216 || NMI score: 0.7733147978086516 || Iter Time:0.5964169502258301 || Total time:11.8053297996521
Iteration: 31 || Clusters count: 4 || Log posterior: 279716.3700693482 || Vi score: 0.7660304272392143 || NMI score: 0.7734034915004312 || Iter Time:0.5533759593963623 || Total time:12.358705759048462
Iteration: 32 || Clusters count: 4 || Log posterior: 279702.3076094026 || Vi score: 0.7663401598217358 || NMI score: 0.7733112920291468 || Iter Time:0.42027878761291504 || Total time:12.778984546661377
Iteration: 33 || Clusters count: 4 || Log posterior: 279707.5731514329 || Vi score: 0.7660812804805734 || NMI score: 0.7733890278156419 || Iter Time:0.22929692268371582 || Total time:13.008281469345093
Iteration: 34 || Clusters count: 4 || Log posterior: 279726.6825765008 || Vi score: 0.7657020371019202 || NMI score: 0.7735005474247512 || Iter Time:0.16688203811645508 || Total time:13.175163507461548
Iteration: 35 || Clusters count: 4 || Log posterior: 279759.90125497524 || Vi score: 0.7648124730290502 || NMI score: 0.7737646712803022 || Iter Time:0.18497800827026367 || Total time:13.360141515731812
Iteration: 36 || Clusters count: 4 || Log posterior: 279728.80754646 || Vi score: 0.765155016133246 || NMI score: 0.7736627701006519 || Iter Time:0.3904860019683838 || Total time:13.750627517700195
Iteration: 37 || Clusters count: 4 || Log posterior: 279704.94817002956 || Vi score: 0.7664059609734717 || NMI score: 0.7732927388278378 || Iter Time:0.5679051876068115 || Total time:14.318532705307007
Iteration: 38 || Clusters count: 4 || Log posterior: 279726.68250926683 || Vi score: 0.7653455388202174 || NMI score: 0.7736069081509658 || Iter Time:0.6615409851074219 || Total time:14.980073690414429
Iteration: 39 || Clusters count: 4 || Log posterior: 279736.08879502956 || Vi score: 0.7655963589233361 || NMI score: 0.7735322203007845 || Iter Time:0.5460760593414307 || Total time:15.52614974975586
Iteration: 40 || Clusters count: 4 || Log posterior: 279756.9637435311 || Vi score: 0.7645819502467978 || NMI score: 0.773833024363275 || Iter Time:0.3758571147918701 || Total time:15.90200686454773
Iteration: 41 || Clusters count: 4 || Log posterior: 279684.557590806 || Vi score: 0.7668584895253494 || NMI score: 0.7731582169125243 || Iter Time:0.29262590408325195 || Total time:16.19463276863098
Iteration: 42 || Clusters count: 4 || Log posterior: 279663.9481972093 || Vi score: 0.7673208986731265 || NMI score: 0.7730216836393233 || Iter Time:0.24963879585266113 || Total time:16.444271564483643
Iteration: 43 || Clusters count: 4 || Log posterior: 279703.0106743211 || Vi score: 0.7669014902399274 || NMI score: 0.7731460775072116 || Iter Time:0.22528791427612305 || Total time:16.669559478759766
Iteration: 44 || Clusters count: 6 || Log posterior: 386730.1361137266 || Vi score: 0.654040273388814 || NMI score: 0.82593861209589 || Iter Time:0.4785628318786621 || Total time:17.148122310638428
Iteration: 45 || Clusters count: 6 || Log posterior: 389657.8619767064 || Vi score: 0.6511173325726523 || NMI score: 0.8267228866339339 || Iter Time:0.6484780311584473 || Total time:17.796600341796875
Iteration: 46 || Clusters count: 6 || Log posterior: 390047.6080280179 || Vi score: 0.6492730509429502 || NMI score: 0.8271967198905463 || Iter Time:0.4163811206817627 || Total time:18.212981462478638
Iteration: 47 || Clusters count: 6 || Log posterior: 390352.8716855878 || Vi score: 0.6460584550786326 || NMI score: 0.8280260860088263 || Iter Time:0.40642619132995605 || Total time:18.619407653808594
Iteration: 48 || Clusters count: 6 || Log posterior: 390574.5502181882 || Vi score: 0.6424232596693614 || NMI score: 0.8289639054318466 || Iter Time:0.20183300971984863 || Total time:18.821240663528442
Iteration: 49 || Clusters count: 6 || Log posterior: 391032.3434215421 || Vi score: 0.6356646547268201 || NMI score: 0.8307105643530649 || Iter Time:0.20391488075256348 || Total time:19.025155544281006
Iteration: 50 || Clusters count: 6 || Log posterior: 391482.86366089527 || Vi score: 0.6279564497110739 || NMI score: 0.8327093692375342 || Iter Time:0.30448198318481445 || Total time:19.32963752746582
Iteration: 51 || Clusters count: 6 || Log posterior: 392052.5358496541 || Vi score: 0.6189843099938289 || NMI score: 0.8350316830104704 || Iter Time:0.19315195083618164 || Total time:19.522789478302002
Iteration: 52 || Clusters count: 6 || Log posterior: 393012.9892564649 || Vi score: 0.6041152371278167 || NMI score: 0.8388970065911481 || Iter Time:0.34661102294921875 || Total time:19.86940050125122
Iteration: 53 || Clusters count: 6 || Log posterior: 394223.282013976 || Vi score: 0.5854697076661597 || NMI score: 0.8437623276205741 || Iter Time:0.2458510398864746 || Total time:20.115251541137695
Iteration: 54 || Clusters count: 6 || Log posterior: 396533.0028949613 || Vi score: 0.5560549336838758 || NMI score: 0.851488846930718 || Iter Time:0.4512908458709717 || Total time:20.566542387008667
Iteration: 55 || Clusters count: 6 || Log posterior: 401386.7976675861 || Vi score: 0.522120081900054 || NMI score: 0.8605092115419344 || Iter Time:0.6360421180725098 || Total time:21.202584505081177
Iteration: 56 || Clusters count: 6 || Log posterior: 406266.24925764743 || Vi score: 0.5181710651951057 || NMI score: 0.8617473854468258 || Iter Time:0.37030696868896484 || Total time:21.57289147377014
Iteration: 57 || Clusters count: 6 || Log posterior: 429389.96399649326 || Vi score: 0.5043555651821431 || NMI score: 0.8656273771832488 || Iter Time:0.40822410583496094 || Total time:21.981115579605103
Iteration: 58 || Clusters count: 6 || Log posterior: 431022.04664858524 || Vi score: 0.5040553531479124 || NMI score: 0.8657470958367185 || Iter Time:0.47805190086364746 || Total time:22.45916748046875
Iteration: 59 || Clusters count: 8 || Log posterior: 480685.49197181413 || Vi score: 0.3948678250512324 || NMI score: 0.9000815756719535 || Iter Time:0.32889699935913086 || Total time:22.78806447982788
Iteration: 60 || Clusters count: 8 || Log posterior: 484198.2386620874 || Vi score: 0.36710007558243707 || NMI score: 0.9069465092598378 || Iter Time:0.27316904067993164 || Total time:23.061233520507812
Iteration: 61 || Clusters count: 8 || Log posterior: 487142.73722752277 || Vi score: 0.3347631670349714 || NMI score: 0.9148558859658814 || Iter Time:0.33411693572998047 || Total time:23.395350456237793
Iteration: 62 || Clusters count: 8 || Log posterior: 488797.9037776822 || Vi score: 0.3135301787874784 || NMI score: 0.9200635020891624 || Iter Time:0.2524240016937256 || Total time:23.64777445793152
Iteration: 63 || Clusters count: 8 || Log posterior: 489784.9589804048 || Vi score: 0.3000635265531826 || NMI score: 0.9234119810636389 || Iter Time:0.4649078845977783 || Total time:24.112682342529297
Iteration: 64 || Clusters count: 8 || Log posterior: 490486.622043931 || Vi score: 0.2960442730040393 || NMI score: 0.9244653157691881 || Iter Time:0.5123329162597656 || Total time:24.625015258789062
Iteration: 65 || Clusters count: 8 || Log posterior: 490567.9219160909 || Vi score: 0.3013690611422951 || NMI score: 0.9232933719189417 || Iter Time:0.40526390075683594 || Total time:25.0302791595459
Iteration: 66 || Clusters count: 8 || Log posterior: 490846.4898599023 || Vi score: 0.306211388698239 || NMI score: 0.9222314352565794 || Iter Time:0.3631172180175781 || Total time:25.393396377563477
Iteration: 67 || Clusters count: 9 || Log posterior: 506472.52906151954 || Vi score: 0.23974323420751137 || NMI score: 0.9418580513319841 || Iter Time:0.6146161556243896 || Total time:26.008012533187866
Iteration: 68 || Clusters count: 10 || Log posterior: 542666.299627387 || Vi score: 0.14605584651398093 || NMI score: 0.9649650659274196 || Iter Time:0.3563389778137207 || Total time:26.364351511001587
Iteration: 69 || Clusters count: 10 || Log posterior: 567017.1939941281 || Vi score: 0.09088495677659932 || NMI score: 0.978176783964113 || Iter Time:0.4524369239807129 || Total time:26.8167884349823
Iteration: 70 || Clusters count: 10 || Log posterior: 571462.8333648079 || Vi score: 0.05836939259285075 || NMI score: 0.9859680283600567 || Iter Time:0.32523107528686523 || Total time:27.142019510269165
Iteration: 71 || Clusters count: 10 || Log posterior: 576180.5703538293 || Vi score: 0.03804609898835345 || NMI score: 0.9908423247461431 || Iter Time:0.2707509994506836 || Total time:27.41277050971985
Iteration: 72 || Clusters count: 10 || Log posterior: 576895.2186423177 || Vi score: 0.029867227028434362 || NMI score: 0.9928050777108274 || Iter Time:0.4673590660095215 || Total time:27.88012957572937
Iteration: 73 || Clusters count: 10 || Log posterior: 577573.8542042607 || Vi score: 0.020544402085205946 || NMI score: 0.9950465799741053 || Iter Time:0.4583308696746826 || Total time:28.338460445404053
Iteration: 74 || Clusters count: 11 || Log posterior: 579343.0767395132 || Vi score: 0.007533472840358715 || NMI score: 0.9981843303066636 || Iter Time:0.7398250102996826 || Total time:29.078285455703735
Iteration: 75 || Clusters count: 11 || Log posterior: 579404.5764753455 || Vi score: 0.006318305552821224 || NMI score: 0.9984768002971643 || Iter Time:1.0072300434112549 || Total time:30.08551549911499
Iteration: 76 || Clusters count: 11 || Log posterior: 579501.6153227919 || Vi score: 0.005051946682665099 || NMI score: 0.9987817186767026 || Iter Time:0.4441370964050293 || Total time:30.52965259552002
Iteration: 77 || Clusters count: 11 || Log posterior: 579601.6282109851 || Vi score: 0.00387596057099282 || NMI score: 0.9990650436029332 || Iter Time:1.1186869144439697 || Total time:31.64833950996399
Iteration: 78 || Clusters count: 11 || Log posterior: 579685.6017107599 || Vi score: 0.0029038018389576465 || NMI score: 0.9992993827298602 || Iter Time:0.7754969596862793 || Total time:32.42383646965027
Iteration: 79 || Clusters count: 11 || Log posterior: 579808.2516400451 || Vi score: 0.001900880883068661 || NMI score: 0.9995412523324979 || Iter Time:1.4917387962341309 || Total time:33.9155752658844
Iteration: 80 || Clusters count: 11 || Log posterior: 579885.2500666017 || Vi score: 0.0008925941681214056 || NMI score: 0.9997845340231944 || Iter Time:0.5801970958709717 || Total time:34.49577236175537
Iteration: 81 || Clusters count: 11 || Log posterior: 579931.3642955058 || Vi score: 0.000522161400561591 || NMI score: 0.9998739409798193 || Iter Time:0.9073410034179688 || Total time:35.40311336517334
Iteration: 82 || Clusters count: 11 || Log posterior: 579963.0218898887 || Vi score: 0.0001846142079316812 || NMI score: 0.9999554278065477 || Iter Time:0.47472596168518066 || Total time:35.87783932685852
Iteration: 83 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6431701183319092 || Total time:36.52100944519043
Iteration: 84 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:1.035189151763916 || Total time:37.556198596954346
Iteration: 85 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6963000297546387 || Total time:38.252498626708984
Iteration: 86 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5618760585784912 || Total time:38.814374685287476
Iteration: 87 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.587662935256958 || Total time:39.402037620544434
Iteration: 88 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6753401756286621 || Total time:40.077377796173096
Iteration: 89 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.4853358268737793 || Total time:40.562713623046875
Iteration: 90 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.7859010696411133 || Total time:41.34861469268799
Iteration: 91 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:1.062596082687378 || Total time:42.411210775375366
Iteration: 92 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.8112120628356934 || Total time:43.22242283821106
Iteration: 93 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.8024289608001709 || Total time:44.02485179901123
Iteration: 94 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.42149901390075684 || Total time:44.44635081291199
Iteration: 95 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.38620901107788086 || Total time:44.83255982398987
Iteration: 96 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5499038696289062 || Total time:45.382463693618774
Iteration: 97 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.490480899810791 || Total time:45.872944593429565
Iteration: 98 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.3633852005004883 || Total time:46.236329793930054
Iteration: 99 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5225691795349121 || Total time:46.758898973464966
Iteration: 100 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6912651062011719 || Total time:47.45016407966614
Test Summary: | Pass Total
Testing Module (Random mess) | 1 1
Loading and distributing data:
1.265937 seconds (950.71 k allocations: 38.373 MiB, 2.32% gc time)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:1.9576330184936523 || Total time:1.9576330184936523
Iteration: 2 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.06121492385864258 || Total time:2.018847942352295
Iteration: 3 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.05253005027770996 || Total time:2.071377992630005
Iteration: 4 || Clusters count: 2 || Log posterior: -234996.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.16967296600341797 || Total time:2.241050958633423
Iteration: 5 || Clusters count: 2 || Log posterior: -234908.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.06998610496520996 || Total time:2.311037063598633
Iteration: 6 || Clusters count: 2 || Log posterior: -234860.02 || Vi score: no gt || NMI score: no gt || Iter Time:0.06408405303955078 || Total time:2.3751211166381836
Iteration: 7 || Clusters count: 2 || Log posterior: -234872.97 || Vi score: no gt || NMI score: no gt || Iter Time:0.08611011505126953 || Total time:2.461231231689453
Iteration: 8 || Clusters count: 2 || Log posterior: -234872.16 || Vi score: no gt || NMI score: no gt || Iter Time:0.06709790229797363 || Total time:2.5283291339874268
Iteration: 9 || Clusters count: 4 || Log posterior: -234570.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.13172316551208496 || Total time:2.6600522994995117
Iteration: 10 || Clusters count: 4 || Log posterior: -234426.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.02837991714477539 || Total time:2.688432216644287
Iteration: 11 || Clusters count: 4 || Log posterior: -234342.34 || Vi score: no gt || NMI score: no gt || Iter Time:0.041622161865234375 || Total time:2.7300543785095215
Iteration: 12 || Clusters count: 4 || Log posterior: -234286.2 || Vi score: no gt || NMI score: no gt || Iter Time:0.054534912109375 || Total time:2.7845892906188965
Iteration: 13 || Clusters count: 4 || Log posterior: -234273.9 || Vi score: no gt || NMI score: no gt || Iter Time:0.035299062728881836 || Total time:2.8198883533477783
Iteration: 14 || Clusters count: 7 || Log posterior: -233510.03 || Vi score: no gt || NMI score: no gt || Iter Time:0.04746413230895996 || Total time:2.8673524856567383
Iteration: 15 || Clusters count: 8 || Log posterior: -232960.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.04918789863586426 || Total time:2.9165403842926025
Iteration: 16 || Clusters count: 8 || Log posterior: -232806.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.038874149322509766 || Total time:2.9554145336151123
Iteration: 17 || Clusters count: 8 || Log posterior: -232727.31 || Vi score: no gt || NMI score: no gt || Iter Time:0.0161588191986084 || Total time:2.9715733528137207
Iteration: 18 || Clusters count: 8 || Log posterior: -232693.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.021322965621948242 || Total time:2.992896318435669
Iteration: 19 || Clusters count: 11 || Log posterior: -231772.17 || Vi score: no gt || NMI score: no gt || Iter Time:0.0363011360168457 || Total time:3.0291974544525146
Iteration: 20 || Clusters count: 13 || Log posterior: -231009.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.02223801612854004 || Total time:3.0514354705810547
Saving Model:
9.851796 seconds (10.01 M allocations: 500.265 MiB, 3.10% gc time)
Iteration: 21 || Clusters count: 15 || Log posterior: -230329.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.06403589248657227 || Total time:3.115471363067627
Iteration: 22 || Clusters count: 15 || Log posterior: -230123.45 || Vi score: no gt || NMI score: no gt || Iter Time:0.20562100410461426 || Total time:3.321092367172241
Iteration: 23 || Clusters count: 15 || Log posterior: -230005.17 || Vi score: no gt || NMI score: no gt || Iter Time:0.29877710342407227 || Total time:3.6198694705963135
Iteration: 24 || Clusters count: 16 || Log posterior: -229704.95 || Vi score: no gt || NMI score: no gt || Iter Time:0.09300088882446289 || Total time:3.7128703594207764
Iteration: 25 || Clusters count: 17 || Log posterior: -229300.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.1781609058380127 || Total time:3.891031265258789
Iteration: 26 || Clusters count: 19 || Log posterior: -228691.53 || Vi score: no gt || NMI score: no gt || Iter Time:0.1632699966430664 || Total time:4.0543012619018555
Iteration: 27 || Clusters count: 19 || Log posterior: -228636.05 || Vi score: no gt || NMI score: no gt || Iter Time:0.21365618705749512 || Total time:4.267957448959351
Iteration: 28 || Clusters count: 20 || Log posterior: -228229.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.22297191619873047 || Total time:4.490929365158081
Iteration: 29 || Clusters count: 20 || Log posterior: -228209.47 || Vi score: no gt || NMI score: no gt || Iter Time:0.21757912635803223 || Total time:4.708508491516113
Iteration: 30 || Clusters count: 20 || Log posterior: -228206.69 || Vi score: no gt || NMI score: no gt || Iter Time:0.07585501670837402 || Total time:4.784363508224487
Iteration: 31 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.14797091484069824 || Total time:4.9323344230651855
Iteration: 32 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.1000828742980957 || Total time:5.032417297363281
Iteration: 33 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.20112895965576172 || Total time:5.233546257019043
Iteration: 34 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.19225120544433594 || Total time:5.425797462463379
Iteration: 35 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.19213104248046875 || Total time:5.617928504943848
Iteration: 36 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.2082970142364502 || Total time:5.826225519180298
Iteration: 37 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.20702505111694336 || Total time:6.033250570297241
Iteration: 38 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.17831707000732422 || Total time:6.211567640304565
Iteration: 39 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.03130507469177246 || Total time:6.242872714996338
Loading Model:
7.065768 seconds (5.88 M allocations: 302.386 MiB, 2.90% gc time)
Including params
Loading data:
0.228932 seconds (651.83 k allocations: 22.246 MiB, 5.02% gc time)
Creating model:
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Running model:
Iteration: 21 || Clusters count: 15 || Log posterior: -230303.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.07551193237304688 || Total time:0.07551193237304688
Iteration: 22 || Clusters count: 15 || Log posterior: -230062.8 || Vi score: no gt || NMI score: no gt || Iter Time:0.025883913040161133 || Total time:0.10139584541320801
Iteration: 23 || Clusters count: 15 || Log posterior: -229972.69 || Vi score: no gt || NMI score: no gt || Iter Time:0.023932933807373047 || Total time:0.12532877922058105
Iteration: 24 || Clusters count: 16 || Log posterior: -229679.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.03612494468688965 || Total time:0.1614537239074707
Iteration: 25 || Clusters count: 17 || Log posterior: -229280.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.024235963821411133 || Total time:0.18568968772888184
Iteration: 26 || Clusters count: 19 || Log posterior: -228719.44 || Vi score: no gt || NMI score: no gt || Iter Time:0.03281593322753906 || Total time:0.2185056209564209
Iteration: 27 || Clusters count: 20 || Log posterior: -228256.3 || Vi score: no gt || NMI score: no gt || Iter Time:0.03284406661987305 || Total time:0.25134968757629395
Iteration: 28 || Clusters count: 20 || Log posterior: -228225.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.04251694679260254 || Total time:0.2938666343688965
Iteration: 29 || Clusters count: 20 || Log posterior: -228213.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.029310941696166992 || Total time:0.3231775760650635
Iteration: 30 || Clusters count: 20 || Log posterior: -228210.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.03066706657409668 || Total time:0.35384464263916016
Iteration: 31 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.040296077728271484 || Total time:0.39414072036743164
Iteration: 32 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.04457902908325195 || Total time:0.4387197494506836
Iteration: 33 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.04033088684082031 || Total time:0.4790506362915039
Iteration: 34 || Clusters count: 20 || Log posterior: -228205.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.15010809898376465 || Total time:0.6291587352752686
Iteration: 35 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.04309678077697754 || Total time:0.6722555160522461
Iteration: 36 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.10087084770202637 || Total time:0.7731263637542725
Iteration: 37 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.07434797286987305 || Total time:0.8474743366241455
Iteration: 38 || Clusters count: 20 || Log posterior: -228203.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.1218879222869873 || Total time:0.9693622589111328
Iteration: 39 || Clusters count: 20 || Log posterior: -228203.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.0797569751739502 || Total time:1.049119234085083
Test Summary: | Pass Total
Multinomial Module And save load | 4 4
Loading and distributing data:
2.396176 seconds (1.01 M allocations: 52.659 MiB, 1.25% gc time)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:8.997613906860352 || Total time:8.997613906860352
Iteration: 2 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0474240779876709 || Total time:9.045037984848022
Iteration: 3 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.014146089553833008 || Total time:9.059184074401855
Iteration: 4 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.01732778549194336 || Total time:9.076511859893799
Iteration: 5 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.03232598304748535 || Total time:9.108837842941284
Iteration: 6 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0200350284576416 || Total time:9.128872871398926
Iteration: 7 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.022015810012817383 || Total time:9.150888681411743
Iteration: 8 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.01650214195251465 || Total time:9.167390823364258
Iteration: 9 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.023916959762573242 || Total time:9.191307783126831
Iteration: 10 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.04264378547668457 || Total time:9.233951568603516
Iteration: 11 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.032073974609375 || Total time:9.26602554321289
Iteration: 12 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.021425962448120117 || Total time:9.28745150566101
Iteration: 13 || Clusters count: 2 || Log posterior: -2534.5309775203905 || Vi score: no gt || NMI score: no gt || Iter Time:1.4065589904785156 || Total time:10.694010496139526
Iteration: 14 || Clusters count: 2 || Log posterior: -2300.1819131702614 || Vi score: no gt || NMI score: no gt || Iter Time:0.02060699462890625 || Total time:10.714617490768433
Iteration: 15 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.01895618438720703 || Total time:10.73357367515564
Iteration: 16 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.01961803436279297 || Total time:10.753191709518433
Iteration: 17 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.019103050231933594 || Total time:10.772294759750366
Iteration: 18 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02065896987915039 || Total time:10.792953729629517
Iteration: 19 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02016305923461914 || Total time:10.813116788864136
Iteration: 20 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.021240949630737305 || Total time:10.834357738494873
Iteration: 21 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.031677961349487305 || Total time:10.86603569984436
Iteration: 22 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.01970696449279785 || Total time:10.885742664337158
Iteration: 23 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.018921852111816406 || Total time:10.904664516448975
Iteration: 24 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.07456707954406738 || Total time:10.979231595993042
Iteration: 25 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.01826190948486328 || Total time:10.997493505477905
Iteration: 26 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.027863025665283203 || Total time:11.025356531143188
Iteration: 27 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02597188949584961 || Total time:11.051328420639038
Iteration: 28 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02035689353942871 || Total time:11.071685314178467
Iteration: 29 || Clusters count: 3 || Log posterior: -1411.078256163044 || Vi score: no gt || NMI score: no gt || Iter Time:0.023977994918823242 || Total time:11.09566330909729
Iteration: 30 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.05560803413391113 || Total time:11.151271343231201
Iteration: 31 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.019128084182739258 || Total time:11.17039942741394
Iteration: 32 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02178215980529785 || Total time:11.192181587219238
Iteration: 33 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.025120973587036133 || Total time:11.217302560806274
Iteration: 34 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.025701045989990234 || Total time:11.243003606796265
Iteration: 35 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.023546934127807617 || Total time:11.266550540924072
Iteration: 36 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03300213813781738 || Total time:11.29955267906189
Iteration: 37 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03973793983459473 || Total time:11.339290618896484
Iteration: 38 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03581714630126953 || Total time:11.375107765197754
Iteration: 39 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.022500991821289062 || Total time:11.397608757019043
Iteration: 40 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.025062084197998047 || Total time:11.422670841217041
Iteration: 41 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.022056102752685547 || Total time:11.444726943969727
Iteration: 42 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02246403694152832 || Total time:11.467190980911255
Iteration: 43 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.019041061401367188 || Total time:11.486232042312622
Iteration: 44 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03973102569580078 || Total time:11.525963068008423
Iteration: 45 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.030299901962280273 || Total time:11.556262969970703
Iteration: 46 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.024339914321899414 || Total time:11.580602884292603
Iteration: 47 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.01983499526977539 || Total time:11.600437879562378
Iteration: 48 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02359485626220703 || Total time:11.624032735824585
Iteration: 49 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.022860050201416016 || Total time:11.646892786026001
Iteration: 50 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02884387969970703 || Total time:11.675736665725708
Iteration: 51 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.021390914916992188 || Total time:11.6971275806427
Iteration: 52 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.048059940338134766 || Total time:11.745187520980835
Iteration: 53 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.05326104164123535 || Total time:11.79844856262207
Iteration: 54 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.027530193328857422 || Total time:11.825978755950928
Iteration: 55 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02820110321044922 || Total time:11.854179859161377
Iteration: 56 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02215290069580078 || Total time:11.876332759857178
Iteration: 57 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.028712987899780273 || Total time:11.905045747756958
Iteration: 58 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.030415058135986328 || Total time:11.935460805892944
Iteration: 59 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03788590431213379 || Total time:11.973346710205078
Iteration: 60 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.027790069580078125 || Total time:12.001136779785156
Iteration: 61 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.028687000274658203 || Total time:12.029823780059814
Iteration: 62 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.0298459529876709 || Total time:12.059669733047485
Iteration: 63 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03181791305541992 || Total time:12.091487646102905
Iteration: 64 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02729320526123047 || Total time:12.118780851364136
Iteration: 65 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.034124135971069336 || Total time:12.152904987335205
Iteration: 66 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02842998504638672 || Total time:12.181334972381592
Iteration: 67 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.033030033111572266 || Total time:12.214365005493164
Iteration: 68 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03338789939880371 || Total time:12.247752904891968
Iteration: 69 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.04220414161682129 || Total time:12.289957046508789
Iteration: 70 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.027991056442260742 || Total time:12.31794810295105
Iteration: 71 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.028190135955810547 || Total time:12.34613823890686
Iteration: 72 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.022118091583251953 || Total time:12.368256330490112
Iteration: 73 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.024624109268188477 || Total time:12.3928804397583
Iteration: 74 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.022825956344604492 || Total time:12.415706396102905
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Iteration: 196 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.02552318572998047 || Total time:17.237823963165283
Iteration: 197 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.029532909393310547 || Total time:17.267356872558594
Iteration: 198 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.026098966598510742 || Total time:17.293455839157104
Iteration: 199 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.039141178131103516 || Total time:17.332597017288208
Iteration: 200 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.026350975036621094 || Total time:17.35894799232483
Float32[0.22506644, 0.23669817, 0.22844882, 0.20760176]
Test Summary: | Pass Total
Testing Module (Determinstic) | 10 10
[3798, 7510, 25856, 10044, 13467, 3032, 14417, 11925, 8916, 1035]
Loading and distributing data:
0.004660 seconds (379 allocations: 1.162 MiB)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.17933988571166992 || Total time:0.17933988571166992
Iteration: 2 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.2932720184326172 || Total time:0.4726119041442871
Iteration: 3 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.09584307670593262 || Total time:0.5684549808502197
Iteration: 4 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.1045689582824707 || Total time:0.6730239391326904
Iteration: 5 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10343313217163086 || Total time:0.7764570713043213
Iteration: 6 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.08474588394165039 || Total time:0.8612029552459717
Iteration: 7 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10167813301086426 || Total time:0.9628810882568359
Iteration: 8 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10481500625610352 || Total time:1.0676960945129395
Iteration: 9 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10535001754760742 || Total time:1.1730461120605469
Iteration: 10 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.0885918140411377 || Total time:1.2616379261016846
Iteration: 11 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.0978689193725586 || Total time:1.3595068454742432
Iteration: 12 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.20029497146606445 || Total time:1.5598018169403076
Iteration: 13 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.13176202774047852 || Total time:1.6915638446807861
Iteration: 14 || Clusters count: 2 || Log posterior: 82181.79883011524 || Vi score: 1.565420926099464 || NMI score: 0.4282037395968407 || Iter Time:0.1182091236114502 || Total time:1.8097729682922363
Iteration: 15 || Clusters count: 2 || Log posterior: 94834.97645910922 || Vi score: 1.4713458376694086 || NMI score: 0.46121947873486346 || Iter Time:0.12488389015197754 || Total time:1.9346568584442139
Iteration: 16 || Clusters count: 2 || Log posterior: 96022.32498558704 || Vi score: 1.4561447584122322 || NMI score: 0.4664888152501789 || Iter Time:0.14324188232421875 || Total time:2.0778987407684326
Iteration: 17 || Clusters count: 2 || Log posterior: 96290.88941820804 || Vi score: 1.450236087897253 || NMI score: 0.4685341640506406 || Iter Time:0.1429450511932373 || Total time:2.22084379196167
Iteration: 18 || Clusters count: 2 || Log posterior: 96304.04631622974 || Vi score: 1.449408857489679 || NMI score: 0.4687972517413346 || Iter Time:0.14270496368408203 || Total time:2.363548755645752
Iteration: 19 || Clusters count: 2 || Log posterior: 96342.04605873767 || Vi score: 1.4491667709583953 || NMI score: 0.46890180364189993 || Iter Time:0.12466812133789062 || Total time:2.4882168769836426
Iteration: 20 || Clusters count: 2 || Log posterior: 96363.23335417453 || Vi score: 1.4491920566998095 || NMI score: 0.4689051852698368 || Iter Time:0.15912199020385742 || Total time:2.6473388671875
Iteration: 21 || Clusters count: 2 || Log posterior: 96256.17047938053 || Vi score: 1.4506657048185814 || NMI score: 0.46838830744386795 || Iter Time:0.13824796676635742 || Total time:2.7855868339538574
Iteration: 22 || Clusters count: 2 || Log posterior: 96313.63938387576 || Vi score: 1.4512337586335562 || NMI score: 0.46817065703968863 || Iter Time:0.1376209259033203 || Total time:2.9232077598571777
Iteration: 23 || Clusters count: 2 || Log posterior: 96294.54570254032 || Vi score: 1.4511427739063127 || NMI score: 0.4681997840921923 || Iter Time:0.09116721153259277 || Total time:3.0143749713897705
Iteration: 24 || Clusters count: 2 || Log posterior: 96335.13962277118 || Vi score: 1.4508448876002298 || NMI score: 0.46829840684883467 || Iter Time:0.11722898483276367 || Total time:3.131603956222534
Iteration: 25 || Clusters count: 2 || Log posterior: 96278.76429804508 || Vi score: 1.4518731369304259 || NMI score: 0.4679416164526745 || Iter Time:0.1137840747833252 || Total time:3.2453880310058594
Iteration: 26 || Clusters count: 2 || Log posterior: 96339.85869606677 || Vi score: 1.449477968768015 || NMI score: 0.468779313229907 || Iter Time:0.09005904197692871 || Total time:3.335447072982788
Iteration: 27 || Clusters count: 2 || Log posterior: 96290.7017637128 || Vi score: 1.4509119418236405 || NMI score: 0.46829596547426416 || Iter Time:0.12431192398071289 || Total time:3.459758996963501
Iteration: 28 || Clusters count: 2 || Log posterior: 96294.73345717136 || Vi score: 1.4502730732239255 || NMI score: 0.4685026907575607 || Iter Time:0.0831608772277832 || Total time:3.542919874191284
Iteration: 29 || Clusters count: 4 || Log posterior: 237907.54211982433 || Vi score: 0.9080266067310743 || NMI score: 0.7331743773437838 || Iter Time:0.133073091506958 || Total time:3.675992965698242
Iteration: 30 || Clusters count: 4 || Log posterior: 258780.47861941997 || Vi score: 0.839955730108825 || NMI score: 0.7523373461353721 || Iter Time:0.16279196739196777 || Total time:3.83878493309021
Iteration: 31 || Clusters count: 4 || Log posterior: 261719.5682175988 || Vi score: 0.8094930173779747 || NMI score: 0.7609345286801112 || Iter Time:0.16731905937194824 || Total time:4.006103992462158
Iteration: 32 || Clusters count: 4 || Log posterior: 275011.28979428945 || Vi score: 0.7686872966897405 || NMI score: 0.7726328768114963 || Iter Time:0.11883997917175293 || Total time:4.124943971633911
Iteration: 33 || Clusters count: 4 || Log posterior: 279718.3388193482 || Vi score: 0.7661259014169821 || NMI score: 0.7733752496518518 || Iter Time:0.1259751319885254 || Total time:4.2509191036224365
Iteration: 34 || Clusters count: 4 || Log posterior: 279755.93250926683 || Vi score: 0.7653455388202174 || NMI score: 0.7736069081509658 || Iter Time:0.1336379051208496 || Total time:4.384557008743286
Iteration: 35 || Clusters count: 4 || Log posterior: 279723.5263307923 || Vi score: 0.7662441424315931 || NMI score: 0.7733401084773278 || Iter Time:0.1431410312652588 || Total time:4.527698040008545
Iteration: 36 || Clusters count: 4 || Log posterior: 279739.8231285447 || Vi score: 0.7656400124713736 || NMI score: 0.7735198853468681 || Iter Time:0.09361600875854492 || Total time:4.62131404876709
Iteration: 37 || Clusters count: 4 || Log posterior: 279697.3388479585 || Vi score: 0.7661294964004987 || NMI score: 0.7733737727482051 || Iter Time:0.10915017127990723 || Total time:4.730464220046997
Iteration: 38 || Clusters count: 4 || Log posterior: 279720.5106514329 || Vi score: 0.7660812804805734 || NMI score: 0.7733890278156419 || Iter Time:0.1662299633026123 || Total time:4.896694183349609
Iteration: 39 || Clusters count: 4 || Log posterior: 279696.26068004314 || Vi score: 0.7670070657156001 || NMI score: 0.7731147651613819 || Iter Time:0.11909890174865723 || Total time:5.015793085098267
Iteration: 40 || Clusters count: 4 || Log posterior: 279712.51069291774 || Vi score: 0.7668313286229803 || NMI score: 0.7731665828737662 || Iter Time:0.16881299018859863 || Total time:5.184606075286865
Iteration: 41 || Clusters count: 4 || Log posterior: 279697.51065143297 || Vi score: 0.7664740356811063 || NMI score: 0.7732728504229096 || Iter Time:0.20911598205566406 || Total time:5.393722057342529
Iteration: 42 || Clusters count: 4 || Log posterior: 279786.651226365 || Vi score: 0.7642298006434008 || NMI score: 0.7739374364085498 || Iter Time:0.19862103462219238 || Total time:5.592343091964722
Iteration: 43 || Clusters count: 4 || Log posterior: 279704.52634223644 || Vi score: 0.7660234176416763 || NMI score: 0.7734052339919256 || Iter Time:0.1440441608428955 || Total time:5.736387252807617
Iteration: 44 || Clusters count: 6 || Log posterior: 384110.87671288196 || Vi score: 0.6538701416750813 || NMI score: 0.8259548451200308 || Iter Time:0.13450407981872559 || Total time:5.870891332626343
Iteration: 45 || Clusters count: 6 || Log posterior: 387307.5118828648 || Vi score: 0.6475094056520397 || NMI score: 0.827643101090849 || Iter Time:0.1564922332763672 || Total time:6.02738356590271
Iteration: 46 || Clusters count: 6 || Log posterior: 388447.76612099353 || Vi score: 0.6396370438007996 || NMI score: 0.8296877535343344 || Iter Time:0.18594598770141602 || Total time:6.213329553604126
Iteration: 47 || Clusters count: 6 || Log posterior: 389853.11859663663 || Vi score: 0.6290037724345422 || NMI score: 0.8324518628755557 || Iter Time:0.15014100074768066 || Total time:6.363470554351807
Iteration: 48 || Clusters count: 6 || Log posterior: 393909.8123451108 || Vi score: 0.6142087772749915 || NMI score: 0.8363818639589089 || Iter Time:0.18676400184631348 || Total time:6.55023455619812
Iteration: 49 || Clusters count: 6 || Log posterior: 416352.1537390584 || Vi score: 0.5751957283315952 || NMI score: 0.8468065997959403 || Iter Time:0.1532459259033203 || Total time:6.70348048210144
Iteration: 50 || Clusters count: 6 || Log posterior: 426027.5219312543 || Vi score: 0.5324779473535061 || NMI score: 0.8580364390794185 || Iter Time:0.13441801071166992 || Total time:6.83789849281311
Iteration: 51 || Clusters count: 6 || Log posterior: 431262.5221815938 || Vi score: 0.49713878313270793 || NMI score: 0.8673769817364507 || Iter Time:0.19263696670532227 || Total time:7.030535459518433
Iteration: 52 || Clusters count: 6 || Log posterior: 431609.11409338657 || Vi score: 0.49356031653528 || NMI score: 0.8683378491580933 || Iter Time:0.18158888816833496 || Total time:7.212124347686768
Iteration: 53 || Clusters count: 7 || Log posterior: 435234.8125013942 || Vi score: 0.4458346898379611 || NMI score: 0.8865863071409764 || Iter Time:0.22653889656066895 || Total time:7.4386632442474365
Iteration: 54 || Clusters count: 7 || Log posterior: 479429.028774702 || Vi score: 0.33702463281910505 || NMI score: 0.9142562886117933 || Iter Time:0.14879488945007324 || Total time:7.58745813369751
Iteration: 55 || Clusters count: 7 || Log posterior: 499769.2643856639 || Vi score: 0.3126380773193368 || NMI score: 0.9204590687034574 || Iter Time:0.23856115341186523 || Total time:7.826019287109375
Iteration: 56 || Clusters count: 7 || Log posterior: 499826.63312526885 || Vi score: 0.3119059250792497 || NMI score: 0.9206423113166944 || Iter Time:0.17904996871948242 || Total time:8.005069255828857
Iteration: 57 || Clusters count: 7 || Log posterior: 499882.97811123077 || Vi score: 0.31178731149895744 || NMI score: 0.9206700798145248 || Iter Time:0.2871358394622803 || Total time:8.292205095291138
Iteration: 58 || Clusters count: 7 || Log posterior: 499797.69523616973 || Vi score: 0.31218245337446476 || NMI score: 0.9205727145724969 || Iter Time:0.2679610252380371 || Total time:8.560166120529175
Iteration: 59 || Clusters count: 9 || Log posterior: 522138.3881637687 || Vi score: 0.23656600223909005 || NMI score: 0.9415570174169826 || Iter Time:0.19493794441223145 || Total time:8.755104064941406
Iteration: 60 || Clusters count: 9 || Log posterior: 524595.6692297095 || Vi score: 0.213249146195916 || NMI score: 0.947353679483677 || Iter Time:0.17993521690368652 || Total time:8.935039281845093
Iteration: 61 || Clusters count: 9 || Log posterior: 526067.5805594558 || Vi score: 0.2000389649927569 || NMI score: 0.950778014566577 || Iter Time:0.2723851203918457 || Total time:9.207424402236938
Iteration: 62 || Clusters count: 9 || Log posterior: 527332.3225953216 || Vi score: 0.18274693525537405 || NMI score: 0.9552297524023361 || Iter Time:0.26337194442749023 || Total time:9.470796346664429
Iteration: 63 || Clusters count: 10 || Log posterior: 530427.8946066732 || Vi score: 0.2155229215456696 || NMI score: 0.9487168766993731 || Iter Time:0.24380803108215332 || Total time:9.714604377746582
Iteration: 64 || Clusters count: 10 || Log posterior: 552534.6840287084 || Vi score: 0.1366226270623853 || NMI score: 0.9672780681111931 || Iter Time:0.3011589050292969 || Total time:10.015763282775879
Iteration: 65 || Clusters count: 10 || Log posterior: 559347.6835685606 || Vi score: 0.08270626043069222 || NMI score: 0.980056172378187 || Iter Time:0.2836418151855469 || Total time:10.299405097961426
Iteration: 66 || Clusters count: 10 || Log posterior: 561466.6630338066 || Vi score: 0.06130606197560952 || NMI score: 0.9851733936077489 || Iter Time:0.2411031723022461 || Total time:10.540508270263672
Iteration: 67 || Clusters count: 10 || Log posterior: 562596.7727585668 || Vi score: 0.0599429712926725 || NMI score: 0.9855096714453719 || Iter Time:0.28032898902893066 || Total time:10.820837259292603
Iteration: 68 || Clusters count: 10 || Log posterior: 563228.2091260786 || Vi score: 0.08298987430596297 || NMI score: 0.980072987165937 || Iter Time:0.3007478713989258 || Total time:11.121585130691528
Iteration: 69 || Clusters count: 10 || Log posterior: 567761.9535899991 || Vi score: 0.08485033996575893 || NMI score: 0.9796874563906653 || Iter Time:0.22028493881225586 || Total time:11.341870069503784
Iteration: 70 || Clusters count: 10 || Log posterior: 572830.8200744027 || Vi score: 0.05810702813323417 || NMI score: 0.9860493593804069 || Iter Time:0.1891951560974121 || Total time:11.531065225601196
Iteration: 71 || Clusters count: 10 || Log posterior: 575939.2845221395 || Vi score: 0.02980933257568119 || NMI score: 0.9928199292063231 || Iter Time:0.27663111686706543 || Total time:11.807696342468262
Iteration: 72 || Clusters count: 10 || Log posterior: 577488.2889402742 || Vi score: 0.012602668277500454 || NMI score: 0.9969595516253743 || Iter Time:0.21925806999206543 || Total time:12.026954412460327
Iteration: 73 || Clusters count: 10 || Log posterior: 578790.173142993 || Vi score: 0.002309818271611591 || NMI score: 0.9994423607201558 || Iter Time:0.24772906303405762 || Total time:12.274683475494385
Iteration: 74 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.26281118392944336 || Total time:12.537494659423828
Iteration: 75 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2726287841796875 || Total time:12.810123443603516
Iteration: 76 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.25707483291625977 || Total time:13.067198276519775
Iteration: 77 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.20818400382995605 || Total time:13.275382280349731
Iteration: 78 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.33547115325927734 || Total time:13.610853433609009
Iteration: 79 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2471151351928711 || Total time:13.85796856880188
Iteration: 80 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.18987298011779785 || Total time:14.047841548919678
Iteration: 81 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.27226710319519043 || Total time:14.320108652114868
Iteration: 82 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.23411798477172852 || Total time:14.554226636886597
Iteration: 83 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.16812586784362793 || Total time:14.722352504730225
Iteration: 84 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.40302014350891113 || Total time:15.125372648239136
Iteration: 85 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.23944616317749023 || Total time:15.364818811416626
Iteration: 86 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2628779411315918 || Total time:15.627696752548218
Iteration: 87 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.30114197731018066 || Total time:15.928838729858398
Iteration: 88 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.21504807472229004 || Total time:16.14388680458069
Iteration: 89 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.17865204811096191 || Total time:16.32253885269165
Iteration: 90 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.33933401107788086 || Total time:16.66187286376953
Iteration: 91 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.36347103118896484 || Total time:17.025343894958496
Iteration: 92 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.3919799327850342 || Total time:17.41732382774353
Iteration: 93 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.31531786918640137 || Total time:17.73264169692993
Iteration: 94 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.27826714515686035 || Total time:18.010908842086792
Iteration: 95 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.4597349166870117 || Total time:18.470643758773804
Iteration: 96 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2849290370941162 || Total time:18.75557279586792
Iteration: 97 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.40729188919067383 || Total time:19.162864685058594
Iteration: 98 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.4104471206665039 || Total time:19.573311805725098
Iteration: 99 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.4107048511505127 || Total time:19.98401665687561
Iteration: 100 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.30690693855285645 || Total time:20.290923595428467
Test Summary: | Pass Total
Testing Module (Random mess) | 1 1
Loading and distributing data:
0.048567 seconds (500.06 k allocations: 15.278 MiB)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:1.9777538776397705 || Total time:1.9777538776397705
Iteration: 2 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.03563213348388672 || Total time:2.0133860111236572
Iteration: 3 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.027838945388793945 || Total time:2.041224956512451
Iteration: 4 || Clusters count: 2 || Log posterior: -235063.28 || Vi score: no gt || NMI score: no gt || Iter Time:0.01900315284729004 || Total time:2.060228109359741
Iteration: 5 || Clusters count: 2 || Log posterior: -234978.67 || Vi score: no gt || NMI score: no gt || Iter Time:0.017127037048339844 || Total time:2.077355146408081
Iteration: 6 || Clusters count: 2 || Log posterior: -234942.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.017290830612182617 || Total time:2.0946459770202637
Iteration: 7 || Clusters count: 2 || Log posterior: -234923.66 || Vi score: no gt || NMI score: no gt || Iter Time:0.02571702003479004 || Total time:2.1203629970550537
Iteration: 8 || Clusters count: 2 || Log posterior: -234912.08 || Vi score: no gt || NMI score: no gt || Iter Time:0.02429485321044922 || Total time:2.144657850265503
Iteration: 9 || Clusters count: 4 || Log posterior: -235381.86 || Vi score: no gt || NMI score: no gt || Iter Time:0.06228494644165039 || Total time:2.2069427967071533
Iteration: 10 || Clusters count: 4 || Log posterior: -234731.52 || Vi score: no gt || NMI score: no gt || Iter Time:0.04987287521362305 || Total time:2.2568156719207764
Iteration: 11 || Clusters count: 4 || Log posterior: -234428.08 || Vi score: no gt || NMI score: no gt || Iter Time:0.06476902961730957 || Total time:2.321584701538086
Iteration: 12 || Clusters count: 4 || Log posterior: -234227.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.056878089904785156 || Total time:2.378462791442871
Iteration: 13 || Clusters count: 4 || Log posterior: -234086.47 || Vi score: no gt || NMI score: no gt || Iter Time:0.05158185958862305 || Total time:2.430044651031494
Iteration: 14 || Clusters count: 5 || Log posterior: -233888.97 || Vi score: no gt || NMI score: no gt || Iter Time:0.026002883911132812 || Total time:2.456047534942627
Iteration: 15 || Clusters count: 7 || Log posterior: -233129.1 || Vi score: no gt || NMI score: no gt || Iter Time:0.0431971549987793 || Total time:2.4992446899414062
Iteration: 16 || Clusters count: 8 || Log posterior: -232752.6 || Vi score: no gt || NMI score: no gt || Iter Time:0.04929208755493164 || Total time:2.548536777496338
Iteration: 17 || Clusters count: 8 || Log posterior: -232696.86 || Vi score: no gt || NMI score: no gt || Iter Time:0.04208803176879883 || Total time:2.5906248092651367
Iteration: 18 || Clusters count: 8 || Log posterior: -232663.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.03667712211608887 || Total time:2.6273019313812256
Iteration: 19 || Clusters count: 9 || Log posterior: -232345.3 || Vi score: no gt || NMI score: no gt || Iter Time:0.0853269100189209 || Total time:2.7126288414001465
Iteration: 20 || Clusters count: 11 || Log posterior: -231503.97 || Vi score: no gt || NMI score: no gt || Iter Time:0.06303286552429199 || Total time:2.7756617069244385
Saving Model:
0.114397 seconds (1.40 k allocations: 116.484 KiB)
Iteration: 21 || Clusters count: 14 || Log posterior: -230866.28 || Vi score: no gt || NMI score: no gt || Iter Time:0.10175800323486328 || Total time:2.8774197101593018
Iteration: 22 || Clusters count: 14 || Log posterior: -230565.55 || Vi score: no gt || NMI score: no gt || Iter Time:0.04192495346069336 || Total time:2.919344663619995
Iteration: 23 || Clusters count: 14 || Log posterior: -230431.86 || Vi score: no gt || NMI score: no gt || Iter Time:0.05192303657531738 || Total time:2.9712677001953125
Iteration: 24 || Clusters count: 15 || Log posterior: -230071.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.061686038970947266 || Total time:3.0329537391662598
Iteration: 25 || Clusters count: 16 || Log posterior: -229616.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.0678260326385498 || Total time:3.1007797718048096
Iteration: 26 || Clusters count: 17 || Log posterior: -229244.23 || Vi score: no gt || NMI score: no gt || Iter Time:0.096343994140625 || Total time:3.1971237659454346
Iteration: 27 || Clusters count: 18 || Log posterior: -229030.88 || Vi score: no gt || NMI score: no gt || Iter Time:0.0423741340637207 || Total time:3.2394979000091553
Iteration: 28 || Clusters count: 19 || Log posterior: -228576.05 || Vi score: no gt || NMI score: no gt || Iter Time:0.04653000831604004 || Total time:3.2860279083251953
Iteration: 29 || Clusters count: 19 || Log posterior: -228558.52 || Vi score: no gt || NMI score: no gt || Iter Time:0.05342698097229004 || Total time:3.3394548892974854
Iteration: 30 || Clusters count: 19 || Log posterior: -228545.17 || Vi score: no gt || NMI score: no gt || Iter Time:0.09629106521606445 || Total time:3.43574595451355
Iteration: 31 || Clusters count: 19 || Log posterior: -228542.9 || Vi score: no gt || NMI score: no gt || Iter Time:0.05693507194519043 || Total time:3.4926810264587402
Iteration: 32 || Clusters count: 19 || Log posterior: -228544.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.058825016021728516 || Total time:3.5515060424804688
Iteration: 33 || Clusters count: 19 || Log posterior: -228542.36 || Vi score: no gt || NMI score: no gt || Iter Time:0.07664179801940918 || Total time:3.628147840499878
Iteration: 34 || Clusters count: 19 || Log posterior: -228541.38 || Vi score: no gt || NMI score: no gt || Iter Time:0.08697104454040527 || Total time:3.715118885040283
Iteration: 35 || Clusters count: 19 || Log posterior: -228541.47 || Vi score: no gt || NMI score: no gt || Iter Time:0.10832405090332031 || Total time:3.8234429359436035
Iteration: 36 || Clusters count: 19 || Log posterior: -228541.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.10622906684875488 || Total time:3.9296720027923584
Iteration: 37 || Clusters count: 19 || Log posterior: -228541.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.0886991024017334 || Total time:4.018371105194092
Iteration: 38 || Clusters count: 19 || Log posterior: -228541.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.08134198188781738 || Total time:4.099713087081909
Iteration: 39 || Clusters count: 19 || Log posterior: -228542.64 || Vi score: no gt || NMI score: no gt || Iter Time:0.08496809005737305 || Total time:4.184681177139282
Loading Model:
0.004045 seconds (4.35 k allocations: 368.313 KiB)
Including params
Loading data:
0.077211 seconds (500.43 k allocations: 14.907 MiB, 12.20% gc time)
Creating model:
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Running model:
Iteration: 21 || Clusters count: 14 || Log posterior: -230844.3 || Vi score: no gt || NMI score: no gt || Iter Time:0.06862497329711914 || Total time:0.06862497329711914
Iteration: 22 || Clusters count: 14 || Log posterior: -230526.55 || Vi score: no gt || NMI score: no gt || Iter Time:0.04512596130371094 || Total time:0.11375093460083008
Iteration: 23 || Clusters count: 14 || Log posterior: -230495.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.05120992660522461 || Total time:0.1649608612060547
Iteration: 24 || Clusters count: 16 || Log posterior: -229699.69 || Vi score: no gt || NMI score: no gt || Iter Time:0.13007712364196777 || Total time:0.29503798484802246
Iteration: 25 || Clusters count: 16 || Log posterior: -229681.11 || Vi score: no gt || NMI score: no gt || Iter Time:0.1113889217376709 || Total time:0.40642690658569336
Iteration: 26 || Clusters count: 19 || Log posterior: -228756.86 || Vi score: no gt || NMI score: no gt || Iter Time:0.11434698104858398 || Total time:0.5207738876342773
Iteration: 27 || Clusters count: 19 || Log posterior: -228680.14 || Vi score: no gt || NMI score: no gt || Iter Time:0.0875098705291748 || Total time:0.6082837581634521
Iteration: 28 || Clusters count: 19 || Log posterior: -228642.52 || Vi score: no gt || NMI score: no gt || Iter Time:0.08998918533325195 || Total time:0.6982729434967041
Iteration: 29 || Clusters count: 19 || Log posterior: -228621.0 || Vi score: no gt || NMI score: no gt || Iter Time:0.12608909606933594 || Total time:0.82436203956604
Iteration: 30 || Clusters count: 19 || Log posterior: -228592.55 || Vi score: no gt || NMI score: no gt || Iter Time:0.05921506881713867 || Total time:0.8835771083831787
Iteration: 31 || Clusters count: 19 || Log posterior: -228548.8 || Vi score: no gt || NMI score: no gt || Iter Time:0.08058309555053711 || Total time:0.9641602039337158
Iteration: 32 || Clusters count: 19 || Log posterior: -228540.16 || Vi score: no gt || NMI score: no gt || Iter Time:0.06655216217041016 || Total time:1.030712366104126
Iteration: 33 || Clusters count: 19 || Log posterior: -228540.45 || Vi score: no gt || NMI score: no gt || Iter Time:0.06382513046264648 || Total time:1.0945374965667725
Iteration: 34 || Clusters count: 19 || Log posterior: -228540.34 || Vi score: no gt || NMI score: no gt || Iter Time:0.08315181732177734 || Total time:1.1776893138885498
Iteration: 35 || Clusters count: 19 || Log posterior: -228542.86 || Vi score: no gt || NMI score: no gt || Iter Time:0.0713040828704834 || Total time:1.2489933967590332
Iteration: 36 || Clusters count: 19 || Log posterior: -228542.2 || Vi score: no gt || NMI score: no gt || Iter Time:0.07515192031860352 || Total time:1.3241453170776367
Iteration: 37 || Clusters count: 19 || Log posterior: -228542.1 || Vi score: no gt || NMI score: no gt || Iter Time:0.08061099052429199 || Total time:1.4047563076019287
Iteration: 38 || Clusters count: 19 || Log posterior: -228542.1 || Vi score: no gt || NMI score: no gt || Iter Time:0.07213401794433594 || Total time:1.4768903255462646
Iteration: 39 || Clusters count: 19 || Log posterior: -228539.3 || Vi score: no gt || NMI score: no gt || Iter Time:0.0724020004272461 || Total time:1.5492923259735107
Test Summary: | Pass Total
Multinomial Module And save load | 4 4
Testing DPMMSubClusters tests passed
Results with Julia v1.3.0
Testing was successful .
Last evaluation was ago and took 7 minutes, 54 seconds.
Click here to download the log file.
Click here to show the log contents.
Resolving package versions...
Installed NPZ ──────────────── v0.4.0
Installed URIParser ────────── v0.4.0
Installed SortingAlgorithms ── v0.3.1
Installed CatViews ─────────── v1.0.0
Installed Arpack ───────────── v0.3.1
Installed DistributedArrays ── v0.6.4
Installed DataStructures ───── v0.17.6
Installed DPMMSubClusters ──── v0.1.4
Installed JLD2 ─────────────── v0.1.9
Installed Primes ───────────── v0.4.0
Installed StatsFuns ────────── v0.8.0
Installed FileIO ───────────── v1.1.0
Installed QuadGK ───────────── v2.1.1
Installed StaticArrays ─────── v0.12.1
Installed Compat ───────────── v2.2.0
Installed BinaryProvider ───── v0.5.8
Installed OrderedCollections ─ v1.1.0
Installed NearestNeighbors ─── v0.4.4
Installed Rmath ────────────── v0.6.0
Installed Missings ─────────── v0.4.3
Installed BinDeps ──────────── v0.8.10
Installed ZipFile ──────────── v0.8.3
Installed Distributions ────── v0.21.5
Installed SpecialFunctions ─── v0.7.2
Installed Distances ────────── v0.8.2
Installed DataAPI ──────────── v1.1.0
Installed CodecZlib ────────── v0.6.0
Installed TranscodingStreams ─ v0.9.5
Installed PDMats ───────────── v0.9.10
Installed StatsBase ────────── v0.32.0
Installed Clustering ───────── v0.13.3
Updating `~/.julia/environments/v1.3/Project.toml`
[2841fd70] + DPMMSubClusters v0.1.4
Updating `~/.julia/environments/v1.3/Manifest.toml`
[7d9fca2a] + Arpack v0.3.1
[9e28174c] + BinDeps v0.8.10
[b99e7846] + BinaryProvider v0.5.8
[81a5f4ea] + CatViews v1.0.0
[aaaa29a8] + Clustering v0.13.3
[944b1d66] + CodecZlib v0.6.0
[34da2185] + Compat v2.2.0
[2841fd70] + DPMMSubClusters v0.1.4
[9a962f9c] + DataAPI v1.1.0
[864edb3b] + DataStructures v0.17.6
[b4f34e82] + Distances v0.8.2
[aaf54ef3] + DistributedArrays v0.6.4
[31c24e10] + Distributions v0.21.5
[5789e2e9] + FileIO v1.1.0
[033835bb] + JLD2 v0.1.9
[e1d29d7a] + Missings v0.4.3
[15e1cf62] + NPZ v0.4.0
[b8a86587] + NearestNeighbors v0.4.4
[bac558e1] + OrderedCollections v1.1.0
[90014a1f] + PDMats v0.9.10
[27ebfcd6] + Primes v0.4.0
[1fd47b50] + QuadGK v2.1.1
[79098fc4] + Rmath v0.6.0
[a2af1166] + SortingAlgorithms v0.3.1
[276daf66] + SpecialFunctions v0.7.2
[90137ffa] + StaticArrays v0.12.1
[2913bbd2] + StatsBase v0.32.0
[4c63d2b9] + StatsFuns v0.8.0
[3bb67fe8] + TranscodingStreams v0.9.5
[30578b45] + URIParser v0.4.0
[a5390f91] + ZipFile v0.8.3
[2a0f44e3] + Base64
[ade2ca70] + Dates
[8bb1440f] + DelimitedFiles
[8ba89e20] + Distributed
[b77e0a4c] + InteractiveUtils
[76f85450] + LibGit2
[8f399da3] + Libdl
[37e2e46d] + LinearAlgebra
[56ddb016] + Logging
[d6f4376e] + Markdown
[a63ad114] + Mmap
[44cfe95a] + Pkg
[de0858da] + Printf
[3fa0cd96] + REPL
[9a3f8284] + Random
[ea8e919c] + SHA
[9e88b42a] + Serialization
[1a1011a3] + SharedArrays
[6462fe0b] + Sockets
[2f01184e] + SparseArrays
[10745b16] + Statistics
[4607b0f0] + SuiteSparse
[8dfed614] + Test
[cf7118a7] + UUIDs
[4ec0a83e] + Unicode
Building Arpack ──────────→ `~/.julia/packages/Arpack/cu5By/deps/build.log`
Building ZipFile ─────────→ `~/.julia/packages/ZipFile/oD4uG/deps/build.log`
Building Rmath ───────────→ `~/.julia/packages/Rmath/BoBag/deps/build.log`
Building SpecialFunctions → `~/.julia/packages/SpecialFunctions/fvheQ/deps/build.log`
Building CodecZlib ───────→ `~/.julia/packages/CodecZlib/5t9zO/deps/build.log`
Testing DPMMSubClusters
Resolving package versions...
Status `/tmp/jl_XuE0o3/Manifest.toml`
[7d9fca2a] Arpack v0.3.1
[9e28174c] BinDeps v0.8.10
[b99e7846] BinaryProvider v0.5.8
[81a5f4ea] CatViews v1.0.0
[aaaa29a8] Clustering v0.13.3
[944b1d66] CodecZlib v0.6.0
[34da2185] Compat v2.2.0
[2841fd70] DPMMSubClusters v0.1.4
[9a962f9c] DataAPI v1.1.0
[864edb3b] DataStructures v0.17.6
[b4f34e82] Distances v0.8.2
[aaf54ef3] DistributedArrays v0.6.4
[31c24e10] Distributions v0.21.5
[5789e2e9] FileIO v1.1.0
[033835bb] JLD2 v0.1.9
[e1d29d7a] Missings v0.4.3
[15e1cf62] NPZ v0.4.0
[b8a86587] NearestNeighbors v0.4.4
[bac558e1] OrderedCollections v1.1.0
[90014a1f] PDMats v0.9.10
[27ebfcd6] Primes v0.4.0
[1fd47b50] QuadGK v2.1.1
[79098fc4] Rmath v0.6.0
[a2af1166] SortingAlgorithms v0.3.1
[276daf66] SpecialFunctions v0.7.2
[90137ffa] StaticArrays v0.12.1
[2913bbd2] StatsBase v0.32.0
[4c63d2b9] StatsFuns v0.8.0
[3bb67fe8] TranscodingStreams v0.9.5
[30578b45] URIParser v0.4.0
[a5390f91] ZipFile v0.8.3
[2a0f44e3] Base64 [`@stdlib/Base64`]
[ade2ca70] Dates [`@stdlib/Dates`]
[8bb1440f] DelimitedFiles [`@stdlib/DelimitedFiles`]
[8ba89e20] Distributed [`@stdlib/Distributed`]
[b77e0a4c] InteractiveUtils [`@stdlib/InteractiveUtils`]
[76f85450] LibGit2 [`@stdlib/LibGit2`]
[8f399da3] Libdl [`@stdlib/Libdl`]
[37e2e46d] LinearAlgebra [`@stdlib/LinearAlgebra`]
[56ddb016] Logging [`@stdlib/Logging`]
[d6f4376e] Markdown [`@stdlib/Markdown`]
[a63ad114] Mmap [`@stdlib/Mmap`]
[44cfe95a] Pkg [`@stdlib/Pkg`]
[de0858da] Printf [`@stdlib/Printf`]
[3fa0cd96] REPL [`@stdlib/REPL`]
[9a3f8284] Random [`@stdlib/Random`]
[ea8e919c] SHA [`@stdlib/SHA`]
[9e88b42a] Serialization [`@stdlib/Serialization`]
[1a1011a3] SharedArrays [`@stdlib/SharedArrays`]
[6462fe0b] Sockets [`@stdlib/Sockets`]
[2f01184e] SparseArrays [`@stdlib/SparseArrays`]
[10745b16] Statistics [`@stdlib/Statistics`]
[4607b0f0] SuiteSparse [`@stdlib/SuiteSparse`]
[8dfed614] Test [`@stdlib/Test`]
[cf7118a7] UUIDs [`@stdlib/UUIDs`]
[4ec0a83e] Unicode [`@stdlib/Unicode`]
Loading and distributing data:
1.748485 seconds (1.03 M allocations: 50.897 MiB, 2.92% gc time)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:8.436751127243042 || Total time:8.436751127243042
Iteration: 2 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0023889541625976562 || Total time:8.43914008140564
Iteration: 3 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002256155014038086 || Total time:8.441396236419678
Iteration: 4 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.022140026092529297 || Total time:8.463536262512207
Iteration: 5 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0022661685943603516 || Total time:8.465802431106567
Iteration: 6 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020499229431152344 || Total time:8.467852354049683
Iteration: 7 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002010822296142578 || Total time:8.469863176345825
Iteration: 8 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019409656524658203 || Total time:8.471804141998291
Iteration: 9 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002053976058959961 || Total time:8.473858118057251
Iteration: 10 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020308494567871094 || Total time:8.475888967514038
Iteration: 11 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002000093460083008 || Total time:8.477889060974121
Iteration: 12 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002131938934326172 || Total time:8.480020999908447
Iteration: 13 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002257823944091797 || Total time:8.482278823852539
Iteration: 14 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020928382873535156 || Total time:8.484371662139893
Iteration: 15 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020689964294433594 || Total time:8.486440658569336
Iteration: 16 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002077817916870117 || Total time:8.488518476486206
Iteration: 17 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.00203704833984375 || Total time:8.49055552482605
Iteration: 18 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020618438720703125 || Total time:8.49261736869812
Iteration: 19 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020499229431152344 || Total time:8.494667291641235
Iteration: 20 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002017974853515625 || Total time:8.496685266494751
Iteration: 21 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020651817321777344 || Total time:8.498750448226929
Iteration: 22 || Clusters count: 2 || Log posterior: -2872.3473899692726 || Vi score: no gt || NMI score: no gt || Iter Time:0.876054048538208 || Total time:9.374804496765137
Iteration: 23 || Clusters count: 2 || Log posterior: -2101.637026104374 || Vi score: no gt || NMI score: no gt || Iter Time:0.002357006072998047 || Total time:9.377161502838135
Iteration: 24 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.002346038818359375 || Total time:9.379507541656494
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Iteration: 156 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0028960704803466797 || Total time:9.916635990142822
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Iteration: 173 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003789186477661133 || Total time:9.973316192626953
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Iteration: 180 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032711029052734375 || Total time:9.996883153915405
Iteration: 181 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032432079315185547 || Total time:10.000126361846924
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Iteration: 192 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032939910888671875 || Total time:10.03698205947876
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Iteration: 199 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0035500526428222656 || Total time:10.083578824996948
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Float32[0.2316417, 0.24013688, 0.18123835, 0.24785288]
Test Summary: | Pass Total
Testing Module (Determinstic) | 10 10
[3798, 7510, 25856, 10044, 13467, 3032, 14417, 11925, 8916, 1035]
Loading and distributing data:
0.001578 seconds (133 allocations: 1.151 MiB)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.3797180652618408 || Total time:0.3797180652618408
Iteration: 2 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.33449506759643555 || Total time:0.7142131328582764
Iteration: 3 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4637138843536377 || Total time:1.177927017211914
Iteration: 4 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.3390212059020996 || Total time:1.5169482231140137
Iteration: 5 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.5234260559082031 || Total time:2.040374279022217
Iteration: 6 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.5759420394897461 || Total time:2.616316318511963
Iteration: 7 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.5150680541992188 || Total time:3.1313843727111816
Iteration: 8 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4821949005126953 || Total time:3.613579273223877
Iteration: 9 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4391751289367676 || Total time:4.0527544021606445
Iteration: 10 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.3968038558959961 || Total time:4.449558258056641
Iteration: 11 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.22239899635314941 || Total time:4.67195725440979
Iteration: 12 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.417600154876709 || Total time:5.089557409286499
Iteration: 13 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.3283119201660156 || Total time:5.417869329452515
Iteration: 14 || Clusters count: 2 || Log posterior: 64511.0710955495 || Vi score: 1.6949263658285303 || NMI score: 0.38383857014044875 || Iter Time:0.49765706062316895 || Total time:5.915526390075684
Iteration: 15 || Clusters count: 2 || Log posterior: 79069.89069899259 || Vi score: 1.577584953710743 || NMI score: 0.42388797960445 || Iter Time:0.6397621631622314 || Total time:6.555288553237915
Iteration: 16 || Clusters count: 2 || Log posterior: 94250.28984888736 || Vi score: 1.4745729472667002 || NMI score: 0.4599817339075402 || Iter Time:0.5037980079650879 || Total time:7.059086561203003
Iteration: 17 || Clusters count: 2 || Log posterior: 96028.54381998716 || Vi score: 1.456021765687406 || NMI score: 0.46652863968993513 || Iter Time:0.6535990238189697 || Total time:7.712685585021973
Iteration: 18 || Clusters count: 2 || Log posterior: 96198.79517468158 || Vi score: 1.4512430677929433 || NMI score: 0.46819566769192156 || Iter Time:0.34665989875793457 || Total time:8.059345483779907
Iteration: 19 || Clusters count: 2 || Log posterior: 96216.63875445072 || Vi score: 1.452503872957127 || NMI score: 0.46774416843192923 || Iter Time:0.6562039852142334 || Total time:8.71554946899414
Iteration: 20 || Clusters count: 2 || Log posterior: 96241.1080823773 || Vi score: 1.450315618163847 || NMI score: 0.4685102844249672 || Iter Time:0.5299911499023438 || Total time:9.245540618896484
Iteration: 21 || Clusters count: 2 || Log posterior: 96284.82684954349 || Vi score: 1.450452660301933 || NMI score: 0.46845901023054526 || Iter Time:0.7251489162445068 || Total time:9.970689535140991
Iteration: 22 || Clusters count: 2 || Log posterior: 96230.13887318317 || Vi score: 1.4530168961696612 || NMI score: 0.46754881070824267 || Iter Time:0.4826951026916504 || Total time:10.453384637832642
Iteration: 23 || Clusters count: 2 || Log posterior: 96217.60832127271 || Vi score: 1.4518660475440097 || NMI score: 0.4679273412343381 || Iter Time:0.5617961883544922 || Total time:11.015180826187134
Iteration: 24 || Clusters count: 2 || Log posterior: 96292.82657774631 || Vi score: 1.4513113346177424 || NMI score: 0.4681611841150123 || Iter Time:0.6478149890899658 || Total time:11.6629958152771
Iteration: 25 || Clusters count: 2 || Log posterior: 96266.51395901386 || Vi score: 1.4514932217771235 || NMI score: 0.4681018958918288 || Iter Time:0.7496380805969238 || Total time:12.412633895874023
Iteration: 26 || Clusters count: 2 || Log posterior: 96263.76417931257 || Vi score: 1.4515049753263654 || NMI score: 0.4680839073247916 || Iter Time:0.29704904556274414 || Total time:12.709682941436768
Iteration: 27 || Clusters count: 2 || Log posterior: 96181.13938387576 || Vi score: 1.4517880596642865 || NMI score: 0.46796752398050884 || Iter Time:0.16663599014282227 || Total time:12.87631893157959
Iteration: 28 || Clusters count: 2 || Log posterior: 96255.38938387576 || Vi score: 1.4517880596642865 || NMI score: 0.46796752398050884 || Iter Time:0.47600388526916504 || Total time:13.352322816848755
Iteration: 29 || Clusters count: 4 || Log posterior: 257786.51767953578 || Vi score: 0.797815152349633 || NMI score: 0.7643086879343179 || Iter Time:0.37253499031066895 || Total time:13.724857807159424
Iteration: 30 || Clusters count: 4 || Log posterior: 279695.1200621957 || Vi score: 0.7663305481476216 || NMI score: 0.7733147978086516 || Iter Time:0.689054012298584 || Total time:14.413911819458008
Iteration: 31 || Clusters count: 4 || Log posterior: 279716.3700693482 || Vi score: 0.7660304272392143 || NMI score: 0.7734034915004312 || Iter Time:0.5698139667510986 || Total time:14.983725786209106
Iteration: 32 || Clusters count: 4 || Log posterior: 279702.3076094026 || Vi score: 0.7663401598217358 || NMI score: 0.7733112920291468 || Iter Time:0.6990809440612793 || Total time:15.682806730270386
Iteration: 33 || Clusters count: 4 || Log posterior: 279707.5731514329 || Vi score: 0.7660812804805734 || NMI score: 0.7733890278156419 || Iter Time:0.5736479759216309 || Total time:16.256454706192017
Iteration: 34 || Clusters count: 4 || Log posterior: 279726.6825765008 || Vi score: 0.7657020371019202 || NMI score: 0.7735005474247512 || Iter Time:0.18158912658691406 || Total time:16.43804383277893
Iteration: 35 || Clusters count: 4 || Log posterior: 279759.90125497524 || Vi score: 0.7648124730290502 || NMI score: 0.7737646712803022 || Iter Time:0.3574230670928955 || Total time:16.795466899871826
Iteration: 36 || Clusters count: 4 || Log posterior: 279728.80754646 || Vi score: 0.765155016133246 || NMI score: 0.7736627701006519 || Iter Time:0.5356869697570801 || Total time:17.331153869628906
Iteration: 37 || Clusters count: 4 || Log posterior: 279704.94817002956 || Vi score: 0.7664059609734717 || NMI score: 0.7732927388278378 || Iter Time:0.998878002166748 || Total time:18.330031871795654
Iteration: 38 || Clusters count: 4 || Log posterior: 279726.68250926683 || Vi score: 0.7653455388202174 || NMI score: 0.7736069081509658 || Iter Time:0.9107928276062012 || Total time:19.240824699401855
Iteration: 39 || Clusters count: 4 || Log posterior: 279736.08879502956 || Vi score: 0.7655963589233361 || NMI score: 0.7735322203007845 || Iter Time:0.8740508556365967 || Total time:20.114875555038452
Iteration: 40 || Clusters count: 4 || Log posterior: 279756.9637435311 || Vi score: 0.7645819502467978 || NMI score: 0.773833024363275 || Iter Time:0.4620637893676758 || Total time:20.576939344406128
Iteration: 41 || Clusters count: 4 || Log posterior: 279684.557590806 || Vi score: 0.7668584895253494 || NMI score: 0.7731582169125243 || Iter Time:0.43367600440979004 || Total time:21.010615348815918
Iteration: 42 || Clusters count: 4 || Log posterior: 279663.9481972093 || Vi score: 0.7673208986731265 || NMI score: 0.7730216836393233 || Iter Time:0.6575131416320801 || Total time:21.668128490447998
Iteration: 43 || Clusters count: 4 || Log posterior: 279703.0106743211 || Vi score: 0.7669014902399274 || NMI score: 0.7731460775072116 || Iter Time:0.37501096725463867 || Total time:22.043139457702637
Iteration: 44 || Clusters count: 6 || Log posterior: 386730.1361137266 || Vi score: 0.654040273388814 || NMI score: 0.82593861209589 || Iter Time:0.8188741207122803 || Total time:22.862013578414917
Iteration: 45 || Clusters count: 6 || Log posterior: 389657.8619767064 || Vi score: 0.6511173325726523 || NMI score: 0.8267228866339339 || Iter Time:0.31720709800720215 || Total time:23.17922067642212
Iteration: 46 || Clusters count: 6 || Log posterior: 390047.6080280179 || Vi score: 0.6492730509429502 || NMI score: 0.8271967198905463 || Iter Time:0.4353981018066406 || Total time:23.61461877822876
Iteration: 47 || Clusters count: 6 || Log posterior: 390352.8716855878 || Vi score: 0.6460584550786326 || NMI score: 0.8280260860088263 || Iter Time:0.5013821125030518 || Total time:24.11600089073181
Iteration: 48 || Clusters count: 6 || Log posterior: 390574.5502181882 || Vi score: 0.6424232596693614 || NMI score: 0.8289639054318466 || Iter Time:0.5125620365142822 || Total time:24.628562927246094
Iteration: 49 || Clusters count: 6 || Log posterior: 391032.3434215421 || Vi score: 0.6356646547268201 || NMI score: 0.8307105643530649 || Iter Time:0.4806399345397949 || Total time:25.10920286178589
Iteration: 50 || Clusters count: 6 || Log posterior: 391482.86366089527 || Vi score: 0.6279564497110739 || NMI score: 0.8327093692375342 || Iter Time:0.6164529323577881 || Total time:25.725655794143677
Iteration: 51 || Clusters count: 6 || Log posterior: 392052.5358496541 || Vi score: 0.6189843099938289 || NMI score: 0.8350316830104704 || Iter Time:0.586806058883667 || Total time:26.312461853027344
Iteration: 52 || Clusters count: 6 || Log posterior: 393012.9892564649 || Vi score: 0.6041152371278167 || NMI score: 0.8388970065911481 || Iter Time:0.5769078731536865 || Total time:26.88936972618103
Iteration: 53 || Clusters count: 6 || Log posterior: 394223.282013976 || Vi score: 0.5854697076661597 || NMI score: 0.8437623276205741 || Iter Time:0.545989990234375 || Total time:27.435359716415405
Iteration: 54 || Clusters count: 6 || Log posterior: 396533.0028949613 || Vi score: 0.5560549336838758 || NMI score: 0.851488846930718 || Iter Time:0.5657329559326172 || Total time:28.001092672348022
Iteration: 55 || Clusters count: 6 || Log posterior: 401386.7976675861 || Vi score: 0.522120081900054 || NMI score: 0.8605092115419344 || Iter Time:0.2633647918701172 || Total time:28.26445746421814
Iteration: 56 || Clusters count: 6 || Log posterior: 406266.24925764743 || Vi score: 0.5181710651951057 || NMI score: 0.8617473854468258 || Iter Time:0.38871288299560547 || Total time:28.653170347213745
Iteration: 57 || Clusters count: 6 || Log posterior: 429389.96399649326 || Vi score: 0.5043555651821431 || NMI score: 0.8656273771832488 || Iter Time:0.6317138671875 || Total time:29.284884214401245
Iteration: 58 || Clusters count: 6 || Log posterior: 431022.04664858524 || Vi score: 0.5040553531479124 || NMI score: 0.8657470958367185 || Iter Time:0.7362930774688721 || Total time:30.021177291870117
Iteration: 59 || Clusters count: 8 || Log posterior: 480685.49197181413 || Vi score: 0.3948678250512324 || NMI score: 0.9000815756719535 || Iter Time:0.8505649566650391 || Total time:30.871742248535156
Iteration: 60 || Clusters count: 8 || Log posterior: 484198.2386620874 || Vi score: 0.36710007558243707 || NMI score: 0.9069465092598378 || Iter Time:0.9167590141296387 || Total time:31.788501262664795
Iteration: 61 || Clusters count: 8 || Log posterior: 487142.73722752277 || Vi score: 0.3347631670349714 || NMI score: 0.9148558859658814 || Iter Time:0.36193108558654785 || Total time:32.15043234825134
Iteration: 62 || Clusters count: 8 || Log posterior: 488797.9037776822 || Vi score: 0.3135301787874784 || NMI score: 0.9200635020891624 || Iter Time:0.41696691513061523 || Total time:32.56739926338196
Iteration: 63 || Clusters count: 8 || Log posterior: 489784.9589804048 || Vi score: 0.3000635265531826 || NMI score: 0.9234119810636389 || Iter Time:0.5680069923400879 || Total time:33.135406255722046
Iteration: 64 || Clusters count: 8 || Log posterior: 490486.622043931 || Vi score: 0.2960442730040393 || NMI score: 0.9244653157691881 || Iter Time:0.4850139617919922 || Total time:33.62042021751404
Iteration: 65 || Clusters count: 8 || Log posterior: 490567.9219160909 || Vi score: 0.3013690611422951 || NMI score: 0.9232933719189417 || Iter Time:0.9401059150695801 || Total time:34.56052613258362
Iteration: 66 || Clusters count: 8 || Log posterior: 490846.4898599023 || Vi score: 0.306211388698239 || NMI score: 0.9222314352565794 || Iter Time:0.6695740222930908 || Total time:35.23010015487671
Iteration: 67 || Clusters count: 9 || Log posterior: 506472.52906151954 || Vi score: 0.23974323420751137 || NMI score: 0.9418580513319841 || Iter Time:0.5976500511169434 || Total time:35.82775020599365
Iteration: 68 || Clusters count: 10 || Log posterior: 542666.299627387 || Vi score: 0.14605584651398093 || NMI score: 0.9649650659274196 || Iter Time:1.0621929168701172 || Total time:36.88994312286377
Iteration: 69 || Clusters count: 10 || Log posterior: 567017.1939941281 || Vi score: 0.09088495677659932 || NMI score: 0.978176783964113 || Iter Time:0.9751501083374023 || Total time:37.86509323120117
Iteration: 70 || Clusters count: 10 || Log posterior: 571462.8333648079 || Vi score: 0.05836939259285075 || NMI score: 0.9859680283600567 || Iter Time:0.9298560619354248 || Total time:38.7949492931366
Iteration: 71 || Clusters count: 10 || Log posterior: 576180.5703538293 || Vi score: 0.03804609898835345 || NMI score: 0.9908423247461431 || Iter Time:0.6768221855163574 || Total time:39.471771478652954
Iteration: 72 || Clusters count: 10 || Log posterior: 576895.2186423177 || Vi score: 0.029867227028434362 || NMI score: 0.9928050777108274 || Iter Time:0.6252648830413818 || Total time:40.097036361694336
Iteration: 73 || Clusters count: 10 || Log posterior: 577573.8542042607 || Vi score: 0.020544402085205946 || NMI score: 0.9950465799741053 || Iter Time:0.8074009418487549 || Total time:40.90443730354309
Iteration: 74 || Clusters count: 11 || Log posterior: 579343.0767395132 || Vi score: 0.007533472840358715 || NMI score: 0.9981843303066636 || Iter Time:0.7101387977600098 || Total time:41.6145761013031
Iteration: 75 || Clusters count: 11 || Log posterior: 579404.5764753455 || Vi score: 0.006318305552821224 || NMI score: 0.9984768002971643 || Iter Time:0.7465450763702393 || Total time:42.36112117767334
Iteration: 76 || Clusters count: 11 || Log posterior: 579501.6153227919 || Vi score: 0.005051946682665099 || NMI score: 0.9987817186767026 || Iter Time:0.8949778079986572 || Total time:43.256098985672
Iteration: 77 || Clusters count: 11 || Log posterior: 579601.6282109851 || Vi score: 0.00387596057099282 || NMI score: 0.9990650436029332 || Iter Time:0.805030107498169 || Total time:44.061129093170166
Iteration: 78 || Clusters count: 11 || Log posterior: 579685.6017107599 || Vi score: 0.0029038018389576465 || NMI score: 0.9992993827298602 || Iter Time:0.5857548713684082 || Total time:44.646883964538574
Iteration: 79 || Clusters count: 11 || Log posterior: 579808.2516400451 || Vi score: 0.001900880883068661 || NMI score: 0.9995412523324979 || Iter Time:0.8332200050354004 || Total time:45.480103969573975
Iteration: 80 || Clusters count: 11 || Log posterior: 579885.2500666017 || Vi score: 0.0008925941681214056 || NMI score: 0.9997845340231944 || Iter Time:1.0929791927337646 || Total time:46.57308316230774
Iteration: 81 || Clusters count: 11 || Log posterior: 579931.3642955058 || Vi score: 0.000522161400561591 || NMI score: 0.9998739409798193 || Iter Time:0.7772798538208008 || Total time:47.35036301612854
Iteration: 82 || Clusters count: 11 || Log posterior: 579963.0218898887 || Vi score: 0.0001846142079316812 || NMI score: 0.9999554278065477 || Iter Time:0.9000799655914307 || Total time:48.25044298171997
Iteration: 83 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.3857600688934326 || Total time:48.6362030506134
Iteration: 84 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6907711029052734 || Total time:49.32697415351868
Iteration: 85 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.8417530059814453 || Total time:50.16872715950012
Iteration: 86 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.9343841075897217 || Total time:51.103111267089844
Iteration: 87 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:1.0852160453796387 || Total time:52.18832731246948
Iteration: 88 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6334760189056396 || Total time:52.82180333137512
Iteration: 89 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6737809181213379 || Total time:53.49558424949646
Iteration: 90 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.35880613327026367 || Total time:53.854390382766724
Iteration: 91 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.35739803314208984 || Total time:54.21178841590881
Iteration: 92 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5735130310058594 || Total time:54.78530144691467
Iteration: 93 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.7174320220947266 || Total time:55.5027334690094
Iteration: 94 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5168919563293457 || Total time:56.019625425338745
Iteration: 95 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.691417932510376 || Total time:56.71104335784912
Iteration: 96 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.511167049407959 || Total time:57.22221040725708
Iteration: 97 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6399421691894531 || Total time:57.86215257644653
Iteration: 98 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5536210536956787 || Total time:58.41577363014221
Iteration: 99 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.47531700134277344 || Total time:58.891090631484985
Iteration: 100 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.638077974319458 || Total time:59.52916860580444
Test Summary: | Pass Total
Testing Module (Random mess) | 1 1
Loading and distributing data:
1.283757 seconds (924.83 k allocations: 36.731 MiB, 2.43% gc time)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:1.8481459617614746 || Total time:1.8481459617614746
Iteration: 2 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.09752702713012695 || Total time:1.9456729888916016
Iteration: 3 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.047470808029174805 || Total time:1.9931437969207764
Iteration: 4 || Clusters count: 2 || Log posterior: -234996.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.07794594764709473 || Total time:2.071089744567871
Iteration: 5 || Clusters count: 2 || Log posterior: -234908.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.009195804595947266 || Total time:2.0802855491638184
Iteration: 6 || Clusters count: 2 || Log posterior: -234860.02 || Vi score: no gt || NMI score: no gt || Iter Time:0.021140098571777344 || Total time:2.1014256477355957
Iteration: 7 || Clusters count: 2 || Log posterior: -234872.97 || Vi score: no gt || NMI score: no gt || Iter Time:0.01563715934753418 || Total time:2.11706280708313
Iteration: 8 || Clusters count: 2 || Log posterior: -234872.16 || Vi score: no gt || NMI score: no gt || Iter Time:0.025735139846801758 || Total time:2.1427979469299316
Iteration: 9 || Clusters count: 4 || Log posterior: -234570.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.016026973724365234 || Total time:2.158824920654297
Iteration: 10 || Clusters count: 4 || Log posterior: -234426.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.037738800048828125 || Total time:2.196563720703125
Iteration: 11 || Clusters count: 4 || Log posterior: -234342.34 || Vi score: no gt || NMI score: no gt || Iter Time:0.027107954025268555 || Total time:2.2236716747283936
Iteration: 12 || Clusters count: 4 || Log posterior: -234286.2 || Vi score: no gt || NMI score: no gt || Iter Time:0.031590938568115234 || Total time:2.255262613296509
Iteration: 13 || Clusters count: 4 || Log posterior: -234273.9 || Vi score: no gt || NMI score: no gt || Iter Time:0.012367010116577148 || Total time:2.267629623413086
Iteration: 14 || Clusters count: 7 || Log posterior: -233510.03 || Vi score: no gt || NMI score: no gt || Iter Time:0.0617678165435791 || Total time:2.329397439956665
Iteration: 15 || Clusters count: 8 || Log posterior: -232960.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.1430039405822754 || Total time:2.4724013805389404
Iteration: 16 || Clusters count: 8 || Log posterior: -232806.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.205733060836792 || Total time:2.6781344413757324
Iteration: 17 || Clusters count: 8 || Log posterior: -232727.31 || Vi score: no gt || NMI score: no gt || Iter Time:0.12117600440979004 || Total time:2.7993104457855225
Iteration: 18 || Clusters count: 8 || Log posterior: -232693.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.1520400047302246 || Total time:2.951350450515747
Iteration: 19 || Clusters count: 11 || Log posterior: -231772.17 || Vi score: no gt || NMI score: no gt || Iter Time:0.2804379463195801 || Total time:3.231788396835327
Iteration: 20 || Clusters count: 13 || Log posterior: -231009.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.11493706703186035 || Total time:3.3467254638671875
Saving Model:
10.880452 seconds (9.30 M allocations: 455.105 MiB, 2.03% gc time)
Iteration: 21 || Clusters count: 15 || Log posterior: -230329.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.03259110450744629 || Total time:3.379316568374634
Iteration: 22 || Clusters count: 15 || Log posterior: -230123.45 || Vi score: no gt || NMI score: no gt || Iter Time:0.19411206245422363 || Total time:3.5734286308288574
Iteration: 23 || Clusters count: 15 || Log posterior: -230005.17 || Vi score: no gt || NMI score: no gt || Iter Time:0.1304178237915039 || Total time:3.7038464546203613
Iteration: 24 || Clusters count: 16 || Log posterior: -229704.95 || Vi score: no gt || NMI score: no gt || Iter Time:0.3183870315551758 || Total time:4.022233486175537
Iteration: 25 || Clusters count: 17 || Log posterior: -229300.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.1565718650817871 || Total time:4.178805351257324
Iteration: 26 || Clusters count: 19 || Log posterior: -228691.53 || Vi score: no gt || NMI score: no gt || Iter Time:0.24467992782592773 || Total time:4.423485279083252
Iteration: 27 || Clusters count: 19 || Log posterior: -228636.05 || Vi score: no gt || NMI score: no gt || Iter Time:0.10373497009277344 || Total time:4.527220249176025
Iteration: 28 || Clusters count: 20 || Log posterior: -228229.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.07652091979980469 || Total time:4.60374116897583
Iteration: 29 || Clusters count: 20 || Log posterior: -228209.47 || Vi score: no gt || NMI score: no gt || Iter Time:0.14012813568115234 || Total time:4.743869304656982
Iteration: 30 || Clusters count: 20 || Log posterior: -228206.69 || Vi score: no gt || NMI score: no gt || Iter Time:0.15908217430114746 || Total time:4.90295147895813
Iteration: 31 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.1097559928894043 || Total time:5.012707471847534
Iteration: 32 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.14342999458312988 || Total time:5.156137466430664
Iteration: 33 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.13043880462646484 || Total time:5.286576271057129
Iteration: 34 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.05961203575134277 || Total time:5.346188306808472
Iteration: 35 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.30376601219177246 || Total time:5.649954319000244
Iteration: 36 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.16291117668151855 || Total time:5.812865495681763
Iteration: 37 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.12882089614868164 || Total time:5.941686391830444
Iteration: 38 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.06586217880249023 || Total time:6.007548570632935
Iteration: 39 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.13358211517333984 || Total time:6.141130685806274
Loading Model:
7.586689 seconds (4.91 M allocations: 247.278 MiB, 1.37% gc time)
Including params
Loading data:
0.341368 seconds (619.42 k allocations: 20.566 MiB, 15.57% gc time)
Creating model:
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Running model:
Iteration: 21 || Clusters count: 15 || Log posterior: -230303.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.11932182312011719 || Total time:0.11932182312011719
Iteration: 22 || Clusters count: 15 || Log posterior: -230062.8 || Vi score: no gt || NMI score: no gt || Iter Time:0.1197350025177002 || Total time:0.23905682563781738
Iteration: 23 || Clusters count: 15 || Log posterior: -229972.69 || Vi score: no gt || NMI score: no gt || Iter Time:0.15451884269714355 || Total time:0.39357566833496094
Iteration: 24 || Clusters count: 16 || Log posterior: -229679.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.07154297828674316 || Total time:0.4651186466217041
Iteration: 25 || Clusters count: 17 || Log posterior: -229280.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.0413508415222168 || Total time:0.5064694881439209
Iteration: 26 || Clusters count: 19 || Log posterior: -228719.44 || Vi score: no gt || NMI score: no gt || Iter Time:0.033724069595336914 || Total time:0.5401935577392578
Iteration: 27 || Clusters count: 20 || Log posterior: -228256.3 || Vi score: no gt || NMI score: no gt || Iter Time:0.030013084411621094 || Total time:0.5702066421508789
Iteration: 28 || Clusters count: 20 || Log posterior: -228225.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.07895803451538086 || Total time:0.6491646766662598
Iteration: 29 || Clusters count: 20 || Log posterior: -228213.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.20155906677246094 || Total time:0.8507237434387207
Iteration: 30 || Clusters count: 20 || Log posterior: -228210.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.3929109573364258 || Total time:1.2436347007751465
Iteration: 31 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.2907891273498535 || Total time:1.534423828125
Iteration: 32 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.3504300117492676 || Total time:1.8848538398742676
Iteration: 33 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.33055996894836426 || Total time:2.215413808822632
Iteration: 34 || Clusters count: 20 || Log posterior: -228205.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.24667096138000488 || Total time:2.4620847702026367
Iteration: 35 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.261584997177124 || Total time:2.7236697673797607
Iteration: 36 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.2843201160430908 || Total time:3.0079898834228516
Iteration: 37 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.29505300521850586 || Total time:3.3030428886413574
Iteration: 38 || Clusters count: 20 || Log posterior: -228203.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.2810838222503662 || Total time:3.5841267108917236
Iteration: 39 || Clusters count: 20 || Log posterior: -228203.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.22263097763061523 || Total time:3.806757688522339
Test Summary: | Pass Total
Multinomial Module And save load | 4 4
Loading and distributing data:
2.358917 seconds (785.48 k allocations: 39.803 MiB)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:13.246547937393188 || Total time:13.246547937393188
Iteration: 2 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.02907109260559082 || Total time:13.27561902999878
Iteration: 3 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.021939992904663086 || Total time:13.297559022903442
Iteration: 4 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.02517414093017578 || Total time:13.322733163833618
Iteration: 5 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.024612903594970703 || Total time:13.347346067428589
Iteration: 6 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.02350902557373047 || Total time:13.37085509300232
Iteration: 7 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.02187800407409668 || Total time:13.392733097076416
Iteration: 8 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.022109031677246094 || Total time:13.414842128753662
Iteration: 9 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0200350284576416 || Total time:13.434877157211304
Iteration: 10 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.010181903839111328 || Total time:13.445059061050415
Iteration: 11 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.012691020965576172 || Total time:13.457750082015991
Iteration: 12 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.011915922164916992 || Total time:13.469666004180908
Iteration: 13 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.010439872741699219 || Total time:13.480105876922607
Iteration: 14 || Clusters count: 2 || Log posterior: -2335.7893979877663 || Vi score: no gt || NMI score: no gt || Iter Time:1.6810128688812256 || Total time:15.161118745803833
Iteration: 15 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.03774094581604004 || Total time:15.198859691619873
Iteration: 16 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.050045013427734375 || Total time:15.248904705047607
Iteration: 17 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.045629024505615234 || Total time:15.294533729553223
Iteration: 18 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.033976078033447266 || Total time:15.32850980758667
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Iteration: 181 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.039707183837890625 || Total time:21.87706422805786
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Float32[0.2228877, 0.24033977, 0.22376278, 0.22113766]
Test Summary: | Pass Total
Testing Module (Determinstic) | 10 10
[3798, 7510, 25856, 10044, 13467, 3032, 14417, 11925, 8916, 1035]
Loading and distributing data:
0.004811 seconds (367 allocations: 1.162 MiB)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.12392783164978027 || Total time:0.12392783164978027
Iteration: 2 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.11166000366210938 || Total time:0.23558783531188965
Iteration: 3 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.09699392318725586 || Total time:0.3325817584991455
Iteration: 4 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.15996694564819336 || Total time:0.49254870414733887
Iteration: 5 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.13404488563537598 || Total time:0.6265935897827148
Iteration: 6 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.1607367992401123 || Total time:0.7873303890228271
Iteration: 7 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10057997703552246 || Total time:0.8879103660583496
Iteration: 8 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10958981513977051 || Total time:0.9975001811981201
Iteration: 9 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.09844183921813965 || Total time:1.0959420204162598
Iteration: 10 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.11013197898864746 || Total time:1.2060739994049072
Iteration: 11 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.0990900993347168 || Total time:1.305164098739624
Iteration: 12 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.11430001258850098 || Total time:1.419464111328125
Iteration: 13 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.07182002067565918 || Total time:1.4912841320037842
Iteration: 14 || Clusters count: 2 || Log posterior: -15991.3918284541 || Vi score: 1.565420926099464 || NMI score: 0.4282037395968407 || Iter Time:0.1349949836730957 || Total time:1.6262791156768799
Iteration: 15 || Clusters count: 2 || Log posterior: 17057.479847037233 || Vi score: 1.9305922680758794 || NMI score: 0.29535640263840685 || Iter Time:0.13166213035583496 || Total time:1.7579412460327148
Iteration: 16 || Clusters count: 2 || Log posterior: 39627.21531780902 || Vi score: 1.7452647875208553 || NMI score: 0.3664485648595967 || Iter Time:0.13052105903625488 || Total time:1.8884623050689697
Iteration: 17 || Clusters count: 2 || Log posterior: 47371.04093035404 || Vi score: 1.6421913880965204 || NMI score: 0.4051600103153951 || Iter Time:0.1533501148223877 || Total time:2.0418124198913574
Iteration: 18 || Clusters count: 2 || Log posterior: 52414.56569155399 || Vi score: 1.5665957291372359 || NMI score: 0.43298543381303317 || Iter Time:0.12465500831604004 || Total time:2.1664674282073975
Iteration: 19 || Clusters count: 2 || Log posterior: 54921.188982092775 || Vi score: 1.5246298943771532 || NMI score: 0.44828820357111365 || Iter Time:0.1346909999847412 || Total time:2.3011584281921387
Iteration: 20 || Clusters count: 2 || Log posterior: 55776.25101574592 || Vi score: 1.5070481048976265 || NMI score: 0.45468119787288463 || Iter Time:0.12268710136413574 || Total time:2.4238455295562744
Iteration: 21 || Clusters count: 2 || Log posterior: 55953.28216561023 || Vi score: 1.502876408159667 || NMI score: 0.4561971624655424 || Iter Time:0.11937594413757324 || Total time:2.5432214736938477
Iteration: 22 || Clusters count: 2 || Log posterior: 56134.71955116931 || Vi score: 1.4987495982184287 || NMI score: 0.4576978971053153 || Iter Time:0.12160706520080566 || Total time:2.6648285388946533
Iteration: 23 || Clusters count: 2 || Log posterior: 56151.90706404392 || Vi score: 1.4988418159935932 || NMI score: 0.45766371785814347 || Iter Time:0.12985587120056152 || Total time:2.794684410095215
Iteration: 24 || Clusters count: 2 || Log posterior: 55963.65717276279 || Vi score: 1.5023346256802599 || NMI score: 0.4563927730188012 || Iter Time:0.11297202110290527 || Total time:2.90765643119812
Iteration: 25 || Clusters count: 2 || Log posterior: 55725.40731295291 || Vi score: 1.5072112623422782 || NMI score: 0.45461899190526955 || Iter Time:0.10639286041259766 || Total time:3.0140492916107178
Iteration: 26 || Clusters count: 2 || Log posterior: 55966.18844278995 || Vi score: 1.5021526169803552 || NMI score: 0.4564573376779162 || Iter Time:0.1163489818572998 || Total time:3.1303982734680176
Iteration: 27 || Clusters count: 2 || Log posterior: 55735.31355293933 || Vi score: 1.5075985284042883 || NMI score: 0.4544795448346552 || Iter Time:0.18599295616149902 || Total time:3.3163912296295166
Iteration: 28 || Clusters count: 2 || Log posterior: 55844.21971424762 || Vi score: 1.5043943034184637 || NMI score: 0.4556447838624434 || Iter Time:0.14014482498168945 || Total time:3.456536054611206
Iteration: 29 || Clusters count: 4 || Log posterior: 251435.439088189 || Vi score: 0.8831833811028427 || NMI score: 0.738992169554534 || Iter Time:0.24605989456176758 || Total time:3.7025959491729736
Iteration: 30 || Clusters count: 4 || Log posterior: 273529.7644680375 || Vi score: 0.8221698193571461 || NMI score: 0.7560852831745072 || Iter Time:0.1892709732055664 || Total time:3.89186692237854
Iteration: 31 || Clusters count: 4 || Log posterior: 286232.55995496456 || Vi score: 0.8179087344076283 || NMI score: 0.757281825115543 || Iter Time:0.15709519386291504 || Total time:4.048962116241455
Iteration: 32 || Clusters count: 4 || Log posterior: 286157.8280175561 || Vi score: 0.8207157447935107 || NMI score: 0.7564210086747684 || Iter Time:0.1803591251373291 || Total time:4.229321241378784
Iteration: 33 || Clusters count: 4 || Log posterior: 286145.10954364476 || Vi score: 0.8207914385142803 || NMI score: 0.7563953166669776 || Iter Time:0.1684398651123047 || Total time:4.397761106491089
Iteration: 34 || Clusters count: 4 || Log posterior: 286056.3786319131 || Vi score: 0.8247579319771672 || NMI score: 0.7551782838791319 || Iter Time:0.14743590354919434 || Total time:4.545197010040283
Iteration: 35 || Clusters count: 4 || Log posterior: 286082.8473962182 || Vi score: 0.8244710399727417 || NMI score: 0.7552632136293034 || Iter Time:0.19278693199157715 || Total time:4.73798394203186
Iteration: 36 || Clusters count: 4 || Log posterior: 286144.5630420084 || Vi score: 0.8218234658435022 || NMI score: 0.7560846578009678 || Iter Time:0.1757190227508545 || Total time:4.913702964782715
Iteration: 37 || Clusters count: 4 || Log posterior: 286116.68888028804 || Vi score: 0.8226470255090637 || NMI score: 0.755830659246104 || Iter Time:0.1980419158935547 || Total time:5.1117448806762695
Iteration: 38 || Clusters count: 4 || Log posterior: 286141.32962259 || Vi score: 0.8230669328587834 || NMI score: 0.7557045905093418 || Iter Time:0.19259309768676758 || Total time:5.304337978363037
Iteration: 39 || Clusters count: 4 || Log posterior: 286114.5326474542 || Vi score: 0.8228080076303502 || NMI score: 0.7557825730887628 || Iter Time:0.16451597213745117 || Total time:5.468853950500488
Iteration: 40 || Clusters count: 4 || Log posterior: 286082.2676390047 || Vi score: 0.8239338243521314 || NMI score: 0.7554413932036471 || Iter Time:0.23646903038024902 || Total time:5.705322980880737
Iteration: 41 || Clusters count: 4 || Log posterior: 286066.01937278453 || Vi score: 0.8256209476197294 || NMI score: 0.7549207343848695 || Iter Time:0.15194201469421387 || Total time:5.857264995574951
Iteration: 42 || Clusters count: 4 || Log posterior: 286104.57923206035 || Vi score: 0.8222211785820266 || NMI score: 0.7559602206079077 || Iter Time:0.18358898162841797 || Total time:6.040853977203369
Iteration: 43 || Clusters count: 4 || Log posterior: 286167.2522743577 || Vi score: 0.8229754193478674 || NMI score: 0.755722919304362 || Iter Time:0.11795711517333984 || Total time:6.158811092376709
Iteration: 44 || Clusters count: 7 || Log posterior: 452090.94988867 || Vi score: 0.3222628484601392 || NMI score: 0.916691761468658 || Iter Time:0.11987900733947754 || Total time:6.2786900997161865
Iteration: 45 || Clusters count: 7 || Log posterior: 469714.06206270395 || Vi score: 0.27608670840670013 || NMI score: 0.9286147501121504 || Iter Time:0.19300508499145508 || Total time:6.471695184707642
Iteration: 46 || Clusters count: 7 || Log posterior: 474752.28888698766 || Vi score: 0.2746079986874009 || NMI score: 0.9289967347878464 || Iter Time:0.2752189636230469 || Total time:6.7469141483306885
Iteration: 47 || Clusters count: 7 || Log posterior: 474752.75763698766 || Vi score: 0.2746079986874009 || NMI score: 0.9289967347878464 || Iter Time:0.23238396644592285 || Total time:6.979298114776611
Iteration: 48 || Clusters count: 7 || Log posterior: 474748.13263698766 || Vi score: 0.2746079986874009 || NMI score: 0.9289967347878464 || Iter Time:0.2111949920654297 || Total time:7.190493106842041
Iteration: 49 || Clusters count: 7 || Log posterior: 474757.88263698766 || Vi score: 0.2746079986874009 || NMI score: 0.9289967347878464 || Iter Time:0.280102014541626 || Total time:7.470595121383667
Iteration: 50 || Clusters count: 7 || Log posterior: 474742.0701398486 || Vi score: 0.27479319999801016 || NMI score: 0.9289488452618491 || Iter Time:0.3088388442993164 || Total time:7.779433965682983
Iteration: 51 || Clusters count: 7 || Log posterior: 474752.28888698766 || Vi score: 0.2746079986874009 || NMI score: 0.9289967347878464 || Iter Time:0.24207592010498047 || Total time:8.021509885787964
Iteration: 52 || Clusters count: 7 || Log posterior: 474754.80451055703 || Vi score: 0.274412332406722 || NMI score: 0.9290473301413213 || Iter Time:0.2291419506072998 || Total time:8.250651836395264
Iteration: 53 || Clusters count: 7 || Log posterior: 474741.6951398486 || Vi score: 0.27479319999801016 || NMI score: 0.9289488452618491 || Iter Time:0.1326611042022705 || Total time:8.383312940597534
Iteration: 54 || Clusters count: 7 || Log posterior: 474737.8670148487 || Vi score: 0.27497160533992404 || NMI score: 0.9289027128983102 || Iter Time:0.1612529754638672 || Total time:8.544565916061401
Iteration: 55 || Clusters count: 7 || Log posterior: 474755.7263855571 || Vi score: 0.27418894023165596 || NMI score: 0.9291050943451117 || Iter Time:0.19359397888183594 || Total time:8.738159894943237
Iteration: 56 || Clusters count: 7 || Log posterior: 474749.08576055703 || Vi score: 0.274412332406722 || NMI score: 0.9290473301413213 || Iter Time:0.2935609817504883 || Total time:9.031720876693726
Iteration: 57 || Clusters count: 7 || Log posterior: 474755.7263855571 || Vi score: 0.27418894023165596 || NMI score: 0.9291050943451117 || Iter Time:0.27158212661743164 || Total time:9.303303003311157
Iteration: 58 || Clusters count: 7 || Log posterior: 474751.88263698766 || Vi score: 0.2746079986874009 || NMI score: 0.9289967347878464 || Iter Time:0.27866101264953613 || Total time:9.581964015960693
Iteration: 59 || Clusters count: 9 || Log posterior: 511513.25970312295 || Vi score: 0.18163171983165596 || NMI score: 0.9541371243887259 || Iter Time:0.3359200954437256 || Total time:9.917884111404419
Iteration: 60 || Clusters count: 9 || Log posterior: 511513.9315795536 || Vi score: 0.18182738611233482 || NMI score: 0.9540877155473757 || Iter Time:0.269542932510376 || Total time:10.187427043914795
Iteration: 61 || Clusters count: 9 || Log posterior: 511518.97845312295 || Vi score: 0.18163171983165596 || NMI score: 0.9541371243887259 || Iter Time:0.18249201774597168 || Total time:10.369919061660767
Iteration: 62 || Clusters count: 9 || Log posterior: 511514.97845312295 || Vi score: 0.18163171983165596 || NMI score: 0.9541371243887259 || Iter Time:0.19162893295288086 || Total time:10.561547994613647
Iteration: 63 || Clusters count: 9 || Log posterior: 511520.90033241455 || Vi score: 0.1820125874229441 || NMI score: 0.9540409491475657 || Iter Time:0.3046729564666748 || Total time:10.866220951080322
Iteration: 64 || Clusters count: 9 || Log posterior: 511512.3065795536 || Vi score: 0.18182738611233482 || NMI score: 0.9540877155473757 || Iter Time:0.3870859146118164 || Total time:11.253306865692139
Iteration: 65 || Clusters count: 9 || Log posterior: 511505.16595884506 || Vi score: 0.18236434466873444 || NMI score: 0.953952124355008 || Iter Time:0.26752400398254395 || Total time:11.520830869674683
Iteration: 66 || Clusters count: 9 || Log posterior: 511514.2128295536 || Vi score: 0.18182738611233482 || NMI score: 0.9540877155473757 || Iter Time:0.28805088996887207 || Total time:11.808881759643555
Iteration: 67 || Clusters count: 9 || Log posterior: 511516.8690795536 || Vi score: 0.18182738611233482 || NMI score: 0.9540877155473757 || Iter Time:0.25920701026916504 || Total time:12.06808876991272
Iteration: 68 || Clusters count: 9 || Log posterior: 511506.55658241455 || Vi score: 0.1820125874229441 || NMI score: 0.9540409491475657 || Iter Time:0.24986505508422852 || Total time:12.317953824996948
Iteration: 69 || Clusters count: 9 || Log posterior: 511506.05658241455 || Vi score: 0.1820125874229441 || NMI score: 0.9540409491475657 || Iter Time:0.228668212890625 || Total time:12.546622037887573
Iteration: 70 || Clusters count: 9 || Log posterior: 511518.97845312295 || Vi score: 0.18163171983165596 || NMI score: 0.9541371243887259 || Iter Time:0.19393587112426758 || Total time:12.74055790901184
Iteration: 71 || Clusters count: 9 || Log posterior: 511514.97845312295 || Vi score: 0.18163171983165596 || NMI score: 0.9541371243887259 || Iter Time:0.1861400604248047 || Total time:12.926697969436646
Iteration: 72 || Clusters count: 9 || Log posterior: 511517.1659574146 || Vi score: 0.18219099276485795 || NMI score: 0.9539958987491661 || Iter Time:0.20412492752075195 || Total time:13.130822896957397
Iteration: 73 || Clusters count: 9 || Log posterior: 511516.8690795536 || Vi score: 0.18182738611233482 || NMI score: 0.9540877155473757 || Iter Time:0.20669293403625488 || Total time:13.337515830993652
Iteration: 74 || Clusters count: 9 || Log posterior: 511517.36908241455 || Vi score: 0.1820125874229441 || NMI score: 0.9540409491475657 || Iter Time:0.20193719863891602 || Total time:13.539453029632568
Iteration: 75 || Clusters count: 9 || Log posterior: 511514.97845312295 || Vi score: 0.18163171983165596 || NMI score: 0.9541371243887259 || Iter Time:0.15301203727722168 || Total time:13.69246506690979
Iteration: 76 || Clusters count: 9 || Log posterior: 511503.3534574146 || Vi score: 0.18219099276485795 || NMI score: 0.9539958987491661 || Iter Time:0.21460485458374023 || Total time:13.90706992149353
Iteration: 77 || Clusters count: 9 || Log posterior: 511513.9628295536 || Vi score: 0.18182738611233482 || NMI score: 0.9540877155473757 || Iter Time:0.14876604080200195 || Total time:14.055835962295532
Iteration: 78 || Clusters count: 9 || Log posterior: 511512.3065795536 || Vi score: 0.18182738611233482 || NMI score: 0.9540877155473757 || Iter Time:0.18578100204467773 || Total time:14.24161696434021
Iteration: 79 || Clusters count: 10 || Log posterior: 551658.7947724694 || Vi score: 0.05175631172161804 || NMI score: 0.9875064373644674 || Iter Time:0.22580313682556152 || Total time:14.467420101165771
Iteration: 80 || Clusters count: 10 || Log posterior: 579837.1722339028 || Vi score: 0.000215467128665047 || NMI score: 0.9999479766330673 || Iter Time:0.21527695655822754 || Total time:14.682697057723999
Iteration: 81 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.2355360984802246 || Total time:14.918233156204224
Iteration: 82 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.2720508575439453 || Total time:15.190284013748169
Iteration: 83 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.4036250114440918 || Total time:15.59390902519226
Iteration: 84 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.37645602226257324 || Total time:15.970365047454834
Iteration: 85 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.319080114364624 || Total time:16.289445161819458
Iteration: 86 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.2778890132904053 || Total time:16.567334175109863
Iteration: 87 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.2827110290527344 || Total time:16.850045204162598
Iteration: 88 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.2564511299133301 || Total time:17.106496334075928
Iteration: 89 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.24898886680603027 || Total time:17.355485200881958
Iteration: 90 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.44625401496887207 || Total time:17.80173921585083
Iteration: 91 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.3602011203765869 || Total time:18.161940336227417
Iteration: 92 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.4044318199157715 || Total time:18.56637215614319
Iteration: 93 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.3844459056854248 || Total time:18.950818061828613
Iteration: 94 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.41339707374572754 || Total time:19.36421513557434
Iteration: 95 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.3963630199432373 || Total time:19.760578155517578
Iteration: 96 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.3634500503540039 || Total time:20.124028205871582
Iteration: 97 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.32053589820861816 || Total time:20.4445641040802
Iteration: 98 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.3088409900665283 || Total time:20.75340509414673
Iteration: 99 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.4177539348602295 || Total time:21.171159029006958
Iteration: 100 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5161318778991699 || Total time:21.687290906906128
Test Summary: | Pass Total
Testing Module (Random mess) | 1 1
Loading and distributing data:
0.061424 seconds (500.05 k allocations: 15.277 MiB)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:2.8225760459899902 || Total time:2.8225760459899902
Iteration: 2 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.02312302589416504 || Total time:2.8456990718841553
Iteration: 3 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.047902822494506836 || Total time:2.893601894378662
Iteration: 4 || Clusters count: 2 || Log posterior: -234995.89 || Vi score: no gt || NMI score: no gt || Iter Time:0.06486678123474121 || Total time:2.9584686756134033
Iteration: 5 || Clusters count: 2 || Log posterior: -234959.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.05033302307128906 || Total time:3.0088016986846924
Iteration: 6 || Clusters count: 2 || Log posterior: -234926.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.04426217079162598 || Total time:3.0530638694763184
Iteration: 7 || Clusters count: 2 || Log posterior: -234918.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.027003049850463867 || Total time:3.0800669193267822
Iteration: 8 || Clusters count: 2 || Log posterior: -234900.14 || Vi score: no gt || NMI score: no gt || Iter Time:0.025311946868896484 || Total time:3.1053788661956787
Iteration: 9 || Clusters count: 4 || Log posterior: -234672.73 || Vi score: no gt || NMI score: no gt || Iter Time:0.07022786140441895 || Total time:3.1756067276000977
Iteration: 10 || Clusters count: 4 || Log posterior: -234431.23 || Vi score: no gt || NMI score: no gt || Iter Time:0.04465508460998535 || Total time:3.220261812210083
Iteration: 11 || Clusters count: 4 || Log posterior: -234367.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.10003399848937988 || Total time:3.320295810699463
Iteration: 12 || Clusters count: 4 || Log posterior: -234247.1 || Vi score: no gt || NMI score: no gt || Iter Time:0.047022104263305664 || Total time:3.3673179149627686
Iteration: 13 || Clusters count: 4 || Log posterior: -234186.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.049835920333862305 || Total time:3.417153835296631
Iteration: 14 || Clusters count: 7 || Log posterior: -233405.98 || Vi score: no gt || NMI score: no gt || Iter Time:0.05565786361694336 || Total time:3.472811698913574
Iteration: 15 || Clusters count: 7 || Log posterior: -233109.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.036923885345458984 || Total time:3.509735584259033
Iteration: 16 || Clusters count: 7 || Log posterior: -232992.8 || Vi score: no gt || NMI score: no gt || Iter Time:0.03680586814880371 || Total time:3.546541452407837
Iteration: 17 || Clusters count: 7 || Log posterior: -232885.0 || Vi score: no gt || NMI score: no gt || Iter Time:0.039463043212890625 || Total time:3.5860044956207275
Iteration: 18 || Clusters count: 7 || Log posterior: -232801.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.0768890380859375 || Total time:3.662893533706665
Iteration: 19 || Clusters count: 11 || Log posterior: -231454.98 || Vi score: no gt || NMI score: no gt || Iter Time:0.043276071548461914 || Total time:3.706169605255127
Iteration: 20 || Clusters count: 11 || Log posterior: -231223.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.101531982421875 || Total time:3.807701587677002
Saving Model:
0.007754 seconds (1.41 k allocations: 116.578 KiB)
Iteration: 21 || Clusters count: 12 || Log posterior: -230911.61 || Vi score: no gt || NMI score: no gt || Iter Time:0.09325599670410156 || Total time:3.9009575843811035
Iteration: 22 || Clusters count: 13 || Log posterior: -230726.78 || Vi score: no gt || NMI score: no gt || Iter Time:0.07516908645629883 || Total time:3.9761266708374023
Iteration: 23 || Clusters count: 13 || Log posterior: -230679.02 || Vi score: no gt || NMI score: no gt || Iter Time:0.08723711967468262 || Total time:4.063363790512085
Iteration: 24 || Clusters count: 13 || Log posterior: -230661.23 || Vi score: no gt || NMI score: no gt || Iter Time:0.07458281517028809 || Total time:4.137946605682373
Iteration: 25 || Clusters count: 13 || Log posterior: -230647.44 || Vi score: no gt || NMI score: no gt || Iter Time:0.059307098388671875 || Total time:4.197253704071045
Iteration: 26 || Clusters count: 13 || Log posterior: -230634.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.07776117324829102 || Total time:4.275014877319336
Iteration: 27 || Clusters count: 14 || Log posterior: -230509.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.11183595657348633 || Total time:4.386850833892822
Iteration: 28 || Clusters count: 14 || Log posterior: -230382.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.22558212280273438 || Total time:4.612432956695557
Iteration: 29 || Clusters count: 14 || Log posterior: -230251.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.12631011009216309 || Total time:4.73874306678772
Iteration: 30 || Clusters count: 14 || Log posterior: -230237.38 || Vi score: no gt || NMI score: no gt || Iter Time:0.08612585067749023 || Total time:4.82486891746521
Iteration: 31 || Clusters count: 14 || Log posterior: -230233.53 || Vi score: no gt || NMI score: no gt || Iter Time:0.10804104804992676 || Total time:4.932909965515137
Iteration: 32 || Clusters count: 14 || Log posterior: -230227.73 || Vi score: no gt || NMI score: no gt || Iter Time:0.082244873046875 || Total time:5.015154838562012
Iteration: 33 || Clusters count: 14 || Log posterior: -230220.31 || Vi score: no gt || NMI score: no gt || Iter Time:0.07794308662414551 || Total time:5.093097925186157
Iteration: 34 || Clusters count: 14 || Log posterior: -230221.1 || Vi score: no gt || NMI score: no gt || Iter Time:0.08260989189147949 || Total time:5.175707817077637
Iteration: 35 || Clusters count: 14 || Log posterior: -230219.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.11294078826904297 || Total time:5.28864860534668
Iteration: 36 || Clusters count: 14 || Log posterior: -230216.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.11478400230407715 || Total time:5.403432607650757
Iteration: 37 || Clusters count: 14 || Log posterior: -230216.31 || Vi score: no gt || NMI score: no gt || Iter Time:0.07985711097717285 || Total time:5.48328971862793
Iteration: 38 || Clusters count: 14 || Log posterior: -230219.98 || Vi score: no gt || NMI score: no gt || Iter Time:0.08622217178344727 || Total time:5.569511890411377
Iteration: 39 || Clusters count: 14 || Log posterior: -230217.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.11255097389221191 || Total time:5.682062864303589
Loading Model:
0.003362 seconds (4.04 k allocations: 360.484 KiB)
Including params
Loading data:
0.073609 seconds (500.04 k allocations: 14.895 MiB)
Creating model:
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Running model:
Iteration: 21 || Clusters count: 12 || Log posterior: -230915.45 || Vi score: no gt || NMI score: no gt || Iter Time:0.11662697792053223 || Total time:0.11662697792053223
Iteration: 22 || Clusters count: 13 || Log posterior: -230711.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.06608390808105469 || Total time:0.18271088600158691
Iteration: 23 || Clusters count: 13 || Log posterior: -230665.05 || Vi score: no gt || NMI score: no gt || Iter Time:0.04568314552307129 || Total time:0.2283940315246582
Iteration: 24 || Clusters count: 13 || Log posterior: -230663.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.08464694023132324 || Total time:0.31304097175598145
Iteration: 25 || Clusters count: 13 || Log posterior: -230658.53 || Vi score: no gt || NMI score: no gt || Iter Time:0.0680229663848877 || Total time:0.38106393814086914
Iteration: 26 || Clusters count: 13 || Log posterior: -230650.88 || Vi score: no gt || NMI score: no gt || Iter Time:0.0725400447845459 || Total time:0.45360398292541504
Iteration: 27 || Clusters count: 15 || Log posterior: -230099.11 || Vi score: no gt || NMI score: no gt || Iter Time:0.09242606163024902 || Total time:0.5460300445556641
Iteration: 28 || Clusters count: 15 || Log posterior: -229859.61 || Vi score: no gt || NMI score: no gt || Iter Time:0.08858895301818848 || Total time:0.6346189975738525
Iteration: 29 || Clusters count: 15 || Log posterior: -229781.12 || Vi score: no gt || NMI score: no gt || Iter Time:0.06904292106628418 || Total time:0.7036619186401367
Iteration: 30 || Clusters count: 15 || Log posterior: -229746.64 || Vi score: no gt || NMI score: no gt || Iter Time:0.0710599422454834 || Total time:0.7747218608856201
Iteration: 31 || Clusters count: 15 || Log posterior: -229730.36 || Vi score: no gt || NMI score: no gt || Iter Time:0.06505608558654785 || Total time:0.839777946472168
Iteration: 32 || Clusters count: 15 || Log posterior: -229727.95 || Vi score: no gt || NMI score: no gt || Iter Time:0.08051085472106934 || Total time:0.9202888011932373
Iteration: 33 || Clusters count: 15 || Log posterior: -229729.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.10310196876525879 || Total time:1.023390769958496
Iteration: 34 || Clusters count: 15 || Log posterior: -229725.64 || Vi score: no gt || NMI score: no gt || Iter Time:0.0458979606628418 || Total time:1.069288730621338
Iteration: 35 || Clusters count: 15 || Log posterior: -229731.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.0595400333404541 || Total time:1.128828763961792
Iteration: 36 || Clusters count: 15 || Log posterior: -229732.12 || Vi score: no gt || NMI score: no gt || Iter Time:0.11117911338806152 || Total time:1.2400078773498535
Iteration: 37 || Clusters count: 15 || Log posterior: -229735.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.07111692428588867 || Total time:1.3111248016357422
Iteration: 38 || Clusters count: 15 || Log posterior: -229728.12 || Vi score: no gt || NMI score: no gt || Iter Time:0.06136512756347656 || Total time:1.3724899291992188
Iteration: 39 || Clusters count: 15 || Log posterior: -229729.3 || Vi score: no gt || NMI score: no gt || Iter Time:0.06574487686157227 || Total time:1.438234806060791
Test Summary: | Pass Total
Multinomial Module And save load | 4 4
Testing DPMMSubClusters tests passed
Results with Julia v1.3.1-pre-7704df0a5a
Testing was successful .
Last evaluation was ago and took 7 minutes, 15 seconds.
Click here to download the log file.
Click here to show the log contents.
Resolving package versions...
Installed Compat ───────────── v2.2.0
Installed Primes ───────────── v0.4.0
Installed QuadGK ───────────── v2.1.1
Installed SpecialFunctions ─── v0.7.2
Installed BinDeps ──────────── v0.8.10
Installed DataStructures ───── v0.17.6
Installed StaticArrays ─────── v0.12.1
Installed DPMMSubClusters ──── v0.1.4
Installed CodecZlib ────────── v0.6.0
Installed FileIO ───────────── v1.1.0
Installed StatsBase ────────── v0.32.0
Installed URIParser ────────── v0.4.0
Installed Arpack ───────────── v0.3.1
Installed Missings ─────────── v0.4.3
Installed NPZ ──────────────── v0.4.0
Installed CatViews ─────────── v1.0.0
Installed TranscodingStreams ─ v0.9.5
Installed ZipFile ──────────── v0.8.3
Installed Rmath ────────────── v0.6.0
Installed DistributedArrays ── v0.6.4
Installed BinaryProvider ───── v0.5.8
Installed Distances ────────── v0.8.2
Installed DataAPI ──────────── v1.1.0
Installed StatsFuns ────────── v0.8.0
Installed Distributions ────── v0.21.5
Installed PDMats ───────────── v0.9.10
Installed JLD2 ─────────────── v0.1.9
Installed OrderedCollections ─ v1.1.0
Installed Clustering ───────── v0.13.3
Installed SortingAlgorithms ── v0.3.1
Installed NearestNeighbors ─── v0.4.4
Updating `~/.julia/environments/v1.3/Project.toml`
[2841fd70] + DPMMSubClusters v0.1.4
Updating `~/.julia/environments/v1.3/Manifest.toml`
[7d9fca2a] + Arpack v0.3.1
[9e28174c] + BinDeps v0.8.10
[b99e7846] + BinaryProvider v0.5.8
[81a5f4ea] + CatViews v1.0.0
[aaaa29a8] + Clustering v0.13.3
[944b1d66] + CodecZlib v0.6.0
[34da2185] + Compat v2.2.0
[2841fd70] + DPMMSubClusters v0.1.4
[9a962f9c] + DataAPI v1.1.0
[864edb3b] + DataStructures v0.17.6
[b4f34e82] + Distances v0.8.2
[aaf54ef3] + DistributedArrays v0.6.4
[31c24e10] + Distributions v0.21.5
[5789e2e9] + FileIO v1.1.0
[033835bb] + JLD2 v0.1.9
[e1d29d7a] + Missings v0.4.3
[15e1cf62] + NPZ v0.4.0
[b8a86587] + NearestNeighbors v0.4.4
[bac558e1] + OrderedCollections v1.1.0
[90014a1f] + PDMats v0.9.10
[27ebfcd6] + Primes v0.4.0
[1fd47b50] + QuadGK v2.1.1
[79098fc4] + Rmath v0.6.0
[a2af1166] + SortingAlgorithms v0.3.1
[276daf66] + SpecialFunctions v0.7.2
[90137ffa] + StaticArrays v0.12.1
[2913bbd2] + StatsBase v0.32.0
[4c63d2b9] + StatsFuns v0.8.0
[3bb67fe8] + TranscodingStreams v0.9.5
[30578b45] + URIParser v0.4.0
[a5390f91] + ZipFile v0.8.3
[2a0f44e3] + Base64
[ade2ca70] + Dates
[8bb1440f] + DelimitedFiles
[8ba89e20] + Distributed
[b77e0a4c] + InteractiveUtils
[76f85450] + LibGit2
[8f399da3] + Libdl
[37e2e46d] + LinearAlgebra
[56ddb016] + Logging
[d6f4376e] + Markdown
[a63ad114] + Mmap
[44cfe95a] + Pkg
[de0858da] + Printf
[3fa0cd96] + REPL
[9a3f8284] + Random
[ea8e919c] + SHA
[9e88b42a] + Serialization
[1a1011a3] + SharedArrays
[6462fe0b] + Sockets
[2f01184e] + SparseArrays
[10745b16] + Statistics
[4607b0f0] + SuiteSparse
[8dfed614] + Test
[cf7118a7] + UUIDs
[4ec0a83e] + Unicode
Building SpecialFunctions → `~/.julia/packages/SpecialFunctions/fvheQ/deps/build.log`
Building Arpack ──────────→ `~/.julia/packages/Arpack/cu5By/deps/build.log`
Building CodecZlib ───────→ `~/.julia/packages/CodecZlib/5t9zO/deps/build.log`
Building Rmath ───────────→ `~/.julia/packages/Rmath/BoBag/deps/build.log`
Building ZipFile ─────────→ `~/.julia/packages/ZipFile/oD4uG/deps/build.log`
Testing DPMMSubClusters
Resolving package versions...
Status `/tmp/jl_qP2S59/Manifest.toml`
[7d9fca2a] Arpack v0.3.1
[9e28174c] BinDeps v0.8.10
[b99e7846] BinaryProvider v0.5.8
[81a5f4ea] CatViews v1.0.0
[aaaa29a8] Clustering v0.13.3
[944b1d66] CodecZlib v0.6.0
[34da2185] Compat v2.2.0
[2841fd70] DPMMSubClusters v0.1.4
[9a962f9c] DataAPI v1.1.0
[864edb3b] DataStructures v0.17.6
[b4f34e82] Distances v0.8.2
[aaf54ef3] DistributedArrays v0.6.4
[31c24e10] Distributions v0.21.5
[5789e2e9] FileIO v1.1.0
[033835bb] JLD2 v0.1.9
[e1d29d7a] Missings v0.4.3
[15e1cf62] NPZ v0.4.0
[b8a86587] NearestNeighbors v0.4.4
[bac558e1] OrderedCollections v1.1.0
[90014a1f] PDMats v0.9.10
[27ebfcd6] Primes v0.4.0
[1fd47b50] QuadGK v2.1.1
[79098fc4] Rmath v0.6.0
[a2af1166] SortingAlgorithms v0.3.1
[276daf66] SpecialFunctions v0.7.2
[90137ffa] StaticArrays v0.12.1
[2913bbd2] StatsBase v0.32.0
[4c63d2b9] StatsFuns v0.8.0
[3bb67fe8] TranscodingStreams v0.9.5
[30578b45] URIParser v0.4.0
[a5390f91] ZipFile v0.8.3
[2a0f44e3] Base64 [`@stdlib/Base64`]
[ade2ca70] Dates [`@stdlib/Dates`]
[8bb1440f] DelimitedFiles [`@stdlib/DelimitedFiles`]
[8ba89e20] Distributed [`@stdlib/Distributed`]
[b77e0a4c] InteractiveUtils [`@stdlib/InteractiveUtils`]
[76f85450] LibGit2 [`@stdlib/LibGit2`]
[8f399da3] Libdl [`@stdlib/Libdl`]
[37e2e46d] LinearAlgebra [`@stdlib/LinearAlgebra`]
[56ddb016] Logging [`@stdlib/Logging`]
[d6f4376e] Markdown [`@stdlib/Markdown`]
[a63ad114] Mmap [`@stdlib/Mmap`]
[44cfe95a] Pkg [`@stdlib/Pkg`]
[de0858da] Printf [`@stdlib/Printf`]
[3fa0cd96] REPL [`@stdlib/REPL`]
[9a3f8284] Random [`@stdlib/Random`]
[ea8e919c] SHA [`@stdlib/SHA`]
[9e88b42a] Serialization [`@stdlib/Serialization`]
[1a1011a3] SharedArrays [`@stdlib/SharedArrays`]
[6462fe0b] Sockets [`@stdlib/Sockets`]
[2f01184e] SparseArrays [`@stdlib/SparseArrays`]
[10745b16] Statistics [`@stdlib/Statistics`]
[4607b0f0] SuiteSparse [`@stdlib/SuiteSparse`]
[8dfed614] Test [`@stdlib/Test`]
[cf7118a7] UUIDs [`@stdlib/UUIDs`]
[4ec0a83e] Unicode [`@stdlib/Unicode`]
Loading and distributing data:
1.922876 seconds (1.03 M allocations: 51.348 MiB, 2.22% gc time)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:8.163601160049438 || Total time:8.163601160049438
Iteration: 2 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002788066864013672 || Total time:8.166389226913452
Iteration: 3 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0023980140686035156 || Total time:8.168787240982056
Iteration: 4 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.027614116668701172 || Total time:8.196401357650757
Iteration: 5 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0021638870239257812 || Total time:8.198565244674683
Iteration: 6 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038700103759765625 || Total time:8.20243525505066
Iteration: 7 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020110607147216797 || Total time:8.20444631576538
Iteration: 8 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020020008087158203 || Total time:8.206448316574097
Iteration: 9 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0063018798828125 || Total time:8.21275019645691
Iteration: 10 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0021619796752929688 || Total time:8.214912176132202
Iteration: 11 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002140045166015625 || Total time:8.217052221298218
Iteration: 12 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0020627975463867188 || Total time:8.219115018844604
Iteration: 13 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.002140045166015625 || Total time:8.22125506401062
Iteration: 14 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019190311431884766 || Total time:8.223174095153809
Iteration: 15 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019421577453613281 || Total time:8.22511625289917
Iteration: 16 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019481182098388672 || Total time:8.227064371109009
Iteration: 17 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019919872283935547 || Total time:8.229056358337402
Iteration: 18 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019268989562988281 || Total time:8.230983257293701
Iteration: 19 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019741058349609375 || Total time:8.232957363128662
Iteration: 20 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0019941329956054688 || Total time:8.234951496124268
Iteration: 21 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.0018680095672607422 || Total time:8.236819505691528
Iteration: 22 || Clusters count: 2 || Log posterior: -2872.3473899692726 || Vi score: no gt || NMI score: no gt || Iter Time:0.9902150630950928 || Total time:9.227034568786621
Iteration: 23 || Clusters count: 2 || Log posterior: -2101.637026104374 || Vi score: no gt || NMI score: no gt || Iter Time:0.0026378631591796875 || Total time:9.2296724319458
Iteration: 24 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.0026869773864746094 || Total time:9.232359409332275
Iteration: 25 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.039459943771362305 || Total time:9.271819353103638
Iteration: 26 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.003256082534790039 || Total time:9.275075435638428
Iteration: 27 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.02101302146911621 || Total time:9.296088457107544
Iteration: 28 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.003206014633178711 || Total time:9.299294471740723
Iteration: 29 || Clusters count: 2 || Log posterior: -1903.740333828373 || Vi score: no gt || NMI score: no gt || Iter Time:0.0030341148376464844 || Total time:9.30232858657837
Iteration: 30 || Clusters count: 3 || Log posterior: -1802.5768947929573 || Vi score: no gt || NMI score: no gt || Iter Time:0.0035970211029052734 || Total time:9.305925607681274
Iteration: 31 || Clusters count: 3 || Log posterior: -1328.973725351735 || Vi score: no gt || NMI score: no gt || Iter Time:0.0029401779174804688 || Total time:9.308865785598755
Iteration: 32 || Clusters count: 3 || Log posterior: -1328.973725351735 || Vi score: no gt || NMI score: no gt || Iter Time:0.003050088882446289 || Total time:9.311915874481201
Iteration: 33 || Clusters count: 3 || Log posterior: -1328.973725351735 || Vi score: no gt || NMI score: no gt || Iter Time:0.003036022186279297 || Total time:9.31495189666748
Iteration: 34 || Clusters count: 4 || Log posterior: -1176.710482391758 || Vi score: no gt || NMI score: no gt || Iter Time:0.0040111541748046875 || Total time:9.318963050842285
Iteration: 35 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0033960342407226562 || Total time:9.322359085083008
Iteration: 36 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003556966781616211 || Total time:9.325916051864624
Iteration: 37 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003556966781616211 || Total time:9.32947301864624
Iteration: 38 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0037429332733154297 || Total time:9.333215951919556
Iteration: 39 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003618955612182617 || Total time:9.336834907531738
Iteration: 40 || Clusters count: 5 || Log posterior: -760.3350456089211 || Vi score: no gt || NMI score: no gt || Iter Time:0.004379987716674805 || Total time:9.341214895248413
Iteration: 41 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.004044055938720703 || Total time:9.345258951187134
Iteration: 42 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003782033920288086 || Total time:9.349040985107422
Iteration: 43 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003715991973876953 || Total time:9.352756977081299
Iteration: 44 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003487110137939453 || Total time:9.356244087219238
Iteration: 45 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.06354284286499023 || Total time:9.419786930084229
Iteration: 46 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038068294525146484 || Total time:9.423593759536743
Iteration: 47 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0034940242767333984 || Total time:9.427087783813477
Iteration: 48 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0033011436462402344 || Total time:9.430388927459717
Iteration: 49 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0034351348876953125 || Total time:9.433824062347412
Iteration: 50 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0030438899993896484 || Total time:9.436867952346802
Iteration: 51 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0032210350036621094 || Total time:9.440088987350464
Iteration: 52 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003262042999267578 || Total time:9.443351030349731
Iteration: 53 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0035080909729003906 || Total time:9.446859121322632
Iteration: 54 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003298044204711914 || Total time:9.450157165527344
Iteration: 55 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003573894500732422 || Total time:9.453731060028076
Iteration: 56 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.004117012023925781 || Total time:9.457848072052002
Iteration: 57 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0036039352416992188 || Total time:9.461452007293701
Iteration: 58 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003548860549926758 || Total time:9.465000867843628
Iteration: 59 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0034890174865722656 || Total time:9.4684898853302
Iteration: 60 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0035250186920166016 || Total time:9.472014904022217
Iteration: 61 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003660917282104492 || Total time:9.475675821304321
Iteration: 62 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003743886947631836 || Total time:9.479419708251953
Iteration: 63 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003446817398071289 || Total time:9.482866525650024
Iteration: 64 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003618001937866211 || Total time:9.48648452758789
Iteration: 65 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003529071807861328 || Total time:9.490013599395752
Iteration: 66 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0036699771881103516 || Total time:9.493683576583862
Iteration: 67 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003681182861328125 || Total time:9.49736475944519
Iteration: 68 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003690958023071289 || Total time:9.501055717468262
Iteration: 69 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038690567016601562 || Total time:9.504924774169922
Iteration: 70 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003985166549682617 || Total time:9.508909940719604
Iteration: 71 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003674030303955078 || Total time:9.51258397102356
Iteration: 72 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003876924514770508 || Total time:9.51646089553833
Iteration: 73 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003598928451538086 || Total time:9.520059823989868
Iteration: 74 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003498077392578125 || Total time:9.523557901382446
Iteration: 75 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.004060983657836914 || Total time:9.527618885040283
Iteration: 76 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.00345611572265625 || Total time:9.53107500076294
Iteration: 77 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003984928131103516 || Total time:9.535059928894043
Iteration: 78 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.004019975662231445 || Total time:9.539079904556274
Iteration: 79 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038869380950927734 || Total time:9.542966842651367
Iteration: 80 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0043179988861083984 || Total time:9.547284841537476
Iteration: 81 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0042879581451416016 || Total time:9.551572799682617
Iteration: 82 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.004221916198730469 || Total time:9.555794715881348
Iteration: 83 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0037717819213867188 || Total time:9.559566497802734
Iteration: 84 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038459300994873047 || Total time:9.563412427902222
Iteration: 85 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038018226623535156 || Total time:9.567214250564575
Iteration: 86 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0038988590240478516 || Total time:9.571113109588623
Iteration: 87 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0041658878326416016 || Total time:9.575278997421265
Iteration: 88 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.00413203239440918 || Total time:9.579411029815674
Iteration: 89 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.004185914993286133 || Total time:9.58359694480896
Iteration: 90 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.030750036239624023 || Total time:9.614346981048584
Iteration: 91 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.003765106201171875 || Total time:9.618112087249756
Iteration: 92 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.0034248828887939453 || Total time:9.62153697013855
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Float32[0.2316417, 0.24013688, 0.18123835, 0.24785288]
Test Summary: | Pass Total
Testing Module (Determinstic) | 10 10
[3798, 7510, 25856, 10044, 13467, 3032, 14417, 11925, 8916, 1035]
Loading and distributing data:
0.002071 seconds (133 allocations: 1.151 MiB)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.35475683212280273 || Total time:0.35475683212280273
Iteration: 2 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4221529960632324 || Total time:0.7769098281860352
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Iteration: 4 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.30741095542907715 || Total time:1.5739037990570068
Iteration: 5 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.3217191696166992 || Total time:1.895622968673706
Iteration: 6 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.2826070785522461 || Total time:2.178230047225952
Iteration: 7 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.1728651523590088 || Total time:2.351095199584961
Iteration: 8 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.25386500358581543 || Total time:2.6049602031707764
Iteration: 9 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.424267053604126 || Total time:3.0292272567749023
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Iteration: 11 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.4912230968475342 || Total time:4.017513275146484
Iteration: 12 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.17721986770629883 || Total time:4.194733142852783
Iteration: 13 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.09464406967163086 || Total time:4.289377212524414
Iteration: 14 || Clusters count: 2 || Log posterior: 64511.0710955495 || Vi score: 1.6949263658285303 || NMI score: 0.38383857014044875 || Iter Time:0.15669608116149902 || Total time:4.446073293685913
Iteration: 15 || Clusters count: 2 || Log posterior: 79069.89069899259 || Vi score: 1.577584953710743 || NMI score: 0.42388797960445 || Iter Time:0.15745091438293457 || Total time:4.603524208068848
Iteration: 16 || Clusters count: 2 || Log posterior: 94250.28984888736 || Vi score: 1.4745729472667002 || NMI score: 0.4599817339075402 || Iter Time:0.17632389068603516 || Total time:4.779848098754883
Iteration: 17 || Clusters count: 2 || Log posterior: 96028.54381998716 || Vi score: 1.456021765687406 || NMI score: 0.46652863968993513 || Iter Time:0.3387339115142822 || Total time:5.118582010269165
Iteration: 18 || Clusters count: 2 || Log posterior: 96198.79517468158 || Vi score: 1.4512430677929433 || NMI score: 0.46819566769192156 || Iter Time:0.1527419090270996 || Total time:5.271323919296265
Iteration: 19 || Clusters count: 2 || Log posterior: 96216.63875445072 || Vi score: 1.452503872957127 || NMI score: 0.46774416843192923 || Iter Time:0.17180705070495605 || Total time:5.443130970001221
Iteration: 20 || Clusters count: 2 || Log posterior: 96241.1080823773 || Vi score: 1.450315618163847 || NMI score: 0.4685102844249672 || Iter Time:0.16516995429992676 || Total time:5.6083009243011475
Iteration: 21 || Clusters count: 2 || Log posterior: 96284.82684954349 || Vi score: 1.450452660301933 || NMI score: 0.46845901023054526 || Iter Time:0.4191720485687256 || Total time:6.027472972869873
Iteration: 22 || Clusters count: 2 || Log posterior: 96230.13887318317 || Vi score: 1.4530168961696612 || NMI score: 0.46754881070824267 || Iter Time:0.5610740184783936 || Total time:6.588546991348267
Iteration: 23 || Clusters count: 2 || Log posterior: 96217.60832127271 || Vi score: 1.4518660475440097 || NMI score: 0.4679273412343381 || Iter Time:0.6500318050384521 || Total time:7.238578796386719
Iteration: 24 || Clusters count: 2 || Log posterior: 96292.82657774631 || Vi score: 1.4513113346177424 || NMI score: 0.4681611841150123 || Iter Time:0.20059704780578613 || Total time:7.439175844192505
Iteration: 25 || Clusters count: 2 || Log posterior: 96266.51395901386 || Vi score: 1.4514932217771235 || NMI score: 0.4681018958918288 || Iter Time:0.25194692611694336 || Total time:7.691122770309448
Iteration: 26 || Clusters count: 2 || Log posterior: 96263.76417931257 || Vi score: 1.4515049753263654 || NMI score: 0.4680839073247916 || Iter Time:0.14240384101867676 || Total time:7.833526611328125
Iteration: 27 || Clusters count: 2 || Log posterior: 96181.13938387576 || Vi score: 1.4517880596642865 || NMI score: 0.46796752398050884 || Iter Time:0.2199418544769287 || Total time:8.053468465805054
Iteration: 28 || Clusters count: 2 || Log posterior: 96255.38938387576 || Vi score: 1.4517880596642865 || NMI score: 0.46796752398050884 || Iter Time:0.18694400787353516 || Total time:8.240412473678589
Iteration: 29 || Clusters count: 4 || Log posterior: 257786.51767953578 || Vi score: 0.797815152349633 || NMI score: 0.7643086879343179 || Iter Time:0.671807050704956 || Total time:8.912219524383545
Iteration: 30 || Clusters count: 4 || Log posterior: 279695.1200621957 || Vi score: 0.7663305481476216 || NMI score: 0.7733147978086516 || Iter Time:0.3381690979003906 || Total time:9.250388622283936
Iteration: 31 || Clusters count: 4 || Log posterior: 279716.3700693482 || Vi score: 0.7660304272392143 || NMI score: 0.7734034915004312 || Iter Time:0.23986482620239258 || Total time:9.490253448486328
Iteration: 32 || Clusters count: 4 || Log posterior: 279702.3076094026 || Vi score: 0.7663401598217358 || NMI score: 0.7733112920291468 || Iter Time:0.5244770050048828 || Total time:10.014730453491211
Iteration: 33 || Clusters count: 4 || Log posterior: 279707.5731514329 || Vi score: 0.7660812804805734 || NMI score: 0.7733890278156419 || Iter Time:0.5173220634460449 || Total time:10.532052516937256
Iteration: 34 || Clusters count: 4 || Log posterior: 279726.6825765008 || Vi score: 0.7657020371019202 || NMI score: 0.7735005474247512 || Iter Time:0.7188370227813721 || Total time:11.250889539718628
Iteration: 35 || Clusters count: 4 || Log posterior: 279759.90125497524 || Vi score: 0.7648124730290502 || NMI score: 0.7737646712803022 || Iter Time:0.7149760723114014 || Total time:11.96586561203003
Iteration: 36 || Clusters count: 4 || Log posterior: 279728.80754646 || Vi score: 0.765155016133246 || NMI score: 0.7736627701006519 || Iter Time:0.842310905456543 || Total time:12.808176517486572
Iteration: 37 || Clusters count: 4 || Log posterior: 279704.94817002956 || Vi score: 0.7664059609734717 || NMI score: 0.7732927388278378 || Iter Time:0.7710049152374268 || Total time:13.579181432723999
Iteration: 38 || Clusters count: 4 || Log posterior: 279726.68250926683 || Vi score: 0.7653455388202174 || NMI score: 0.7736069081509658 || Iter Time:0.5098249912261963 || Total time:14.089006423950195
Iteration: 39 || Clusters count: 4 || Log posterior: 279736.08879502956 || Vi score: 0.7655963589233361 || NMI score: 0.7735322203007845 || Iter Time:0.8128068447113037 || Total time:14.901813268661499
Iteration: 40 || Clusters count: 4 || Log posterior: 279756.9637435311 || Vi score: 0.7645819502467978 || NMI score: 0.773833024363275 || Iter Time:0.6812329292297363 || Total time:15.583046197891235
Iteration: 41 || Clusters count: 4 || Log posterior: 279684.557590806 || Vi score: 0.7668584895253494 || NMI score: 0.7731582169125243 || Iter Time:0.8253540992736816 || Total time:16.408400297164917
Iteration: 42 || Clusters count: 4 || Log posterior: 279663.9481972093 || Vi score: 0.7673208986731265 || NMI score: 0.7730216836393233 || Iter Time:0.6868698596954346 || Total time:17.09527015686035
Iteration: 43 || Clusters count: 4 || Log posterior: 279703.0106743211 || Vi score: 0.7669014902399274 || NMI score: 0.7731460775072116 || Iter Time:0.8880009651184082 || Total time:17.98327112197876
Iteration: 44 || Clusters count: 6 || Log posterior: 386730.1361137266 || Vi score: 0.654040273388814 || NMI score: 0.82593861209589 || Iter Time:0.719127893447876 || Total time:18.702399015426636
Iteration: 45 || Clusters count: 6 || Log posterior: 389657.8619767064 || Vi score: 0.6511173325726523 || NMI score: 0.8267228866339339 || Iter Time:0.3644380569458008 || Total time:19.066837072372437
Iteration: 46 || Clusters count: 6 || Log posterior: 390047.6080280179 || Vi score: 0.6492730509429502 || NMI score: 0.8271967198905463 || Iter Time:0.49149107933044434 || Total time:19.55832815170288
Iteration: 47 || Clusters count: 6 || Log posterior: 390352.8716855878 || Vi score: 0.6460584550786326 || NMI score: 0.8280260860088263 || Iter Time:0.42790794372558594 || Total time:19.986236095428467
Iteration: 48 || Clusters count: 6 || Log posterior: 390574.5502181882 || Vi score: 0.6424232596693614 || NMI score: 0.8289639054318466 || Iter Time:0.5360569953918457 || Total time:20.522293090820312
Iteration: 49 || Clusters count: 6 || Log posterior: 391032.3434215421 || Vi score: 0.6356646547268201 || NMI score: 0.8307105643530649 || Iter Time:0.5833191871643066 || Total time:21.10561227798462
Iteration: 50 || Clusters count: 6 || Log posterior: 391482.86366089527 || Vi score: 0.6279564497110739 || NMI score: 0.8327093692375342 || Iter Time:0.17745280265808105 || Total time:21.2830650806427
Iteration: 51 || Clusters count: 6 || Log posterior: 392052.5358496541 || Vi score: 0.6189843099938289 || NMI score: 0.8350316830104704 || Iter Time:0.5154352188110352 || Total time:21.798500299453735
Iteration: 52 || Clusters count: 6 || Log posterior: 393012.9892564649 || Vi score: 0.6041152371278167 || NMI score: 0.8388970065911481 || Iter Time:0.582205057144165 || Total time:22.3807053565979
Iteration: 53 || Clusters count: 6 || Log posterior: 394223.282013976 || Vi score: 0.5854697076661597 || NMI score: 0.8437623276205741 || Iter Time:0.617455005645752 || Total time:22.998160362243652
Iteration: 54 || Clusters count: 6 || Log posterior: 396533.0028949613 || Vi score: 0.5560549336838758 || NMI score: 0.851488846930718 || Iter Time:0.6423740386962891 || Total time:23.64053440093994
Iteration: 55 || Clusters count: 6 || Log posterior: 401386.7976675861 || Vi score: 0.522120081900054 || NMI score: 0.8605092115419344 || Iter Time:0.6651160717010498 || Total time:24.30565047264099
Iteration: 56 || Clusters count: 6 || Log posterior: 406266.24925764743 || Vi score: 0.5181710651951057 || NMI score: 0.8617473854468258 || Iter Time:0.3687901496887207 || Total time:24.674440622329712
Iteration: 57 || Clusters count: 6 || Log posterior: 429389.96399649326 || Vi score: 0.5043555651821431 || NMI score: 0.8656273771832488 || Iter Time:0.5373189449310303 || Total time:25.211759567260742
Iteration: 58 || Clusters count: 6 || Log posterior: 431022.04664858524 || Vi score: 0.5040553531479124 || NMI score: 0.8657470958367185 || Iter Time:0.7427010536193848 || Total time:25.954460620880127
Iteration: 59 || Clusters count: 8 || Log posterior: 480685.49197181413 || Vi score: 0.3948678250512324 || NMI score: 0.9000815756719535 || Iter Time:0.6049971580505371 || Total time:26.559457778930664
Iteration: 60 || Clusters count: 8 || Log posterior: 484198.2386620874 || Vi score: 0.36710007558243707 || NMI score: 0.9069465092598378 || Iter Time:0.9279019832611084 || Total time:27.487359762191772
Iteration: 61 || Clusters count: 8 || Log posterior: 487142.73722752277 || Vi score: 0.3347631670349714 || NMI score: 0.9148558859658814 || Iter Time:0.46410083770751953 || Total time:27.951460599899292
Iteration: 62 || Clusters count: 8 || Log posterior: 488797.9037776822 || Vi score: 0.3135301787874784 || NMI score: 0.9200635020891624 || Iter Time:0.9535248279571533 || Total time:28.904985427856445
Iteration: 63 || Clusters count: 8 || Log posterior: 489784.9589804048 || Vi score: 0.3000635265531826 || NMI score: 0.9234119810636389 || Iter Time:0.5379159450531006 || Total time:29.442901372909546
Iteration: 64 || Clusters count: 8 || Log posterior: 490486.622043931 || Vi score: 0.2960442730040393 || NMI score: 0.9244653157691881 || Iter Time:0.7619810104370117 || Total time:30.204882383346558
Iteration: 65 || Clusters count: 8 || Log posterior: 490567.9219160909 || Vi score: 0.3013690611422951 || NMI score: 0.9232933719189417 || Iter Time:0.348419189453125 || Total time:30.553301572799683
Iteration: 66 || Clusters count: 8 || Log posterior: 490846.4898599023 || Vi score: 0.306211388698239 || NMI score: 0.9222314352565794 || Iter Time:0.5777449607849121 || Total time:31.131046533584595
Iteration: 67 || Clusters count: 9 || Log posterior: 506472.52906151954 || Vi score: 0.23974323420751137 || NMI score: 0.9418580513319841 || Iter Time:0.6145360469818115 || Total time:31.745582580566406
Iteration: 68 || Clusters count: 10 || Log posterior: 542666.299627387 || Vi score: 0.14605584651398093 || NMI score: 0.9649650659274196 || Iter Time:0.8983268737792969 || Total time:32.6439094543457
Iteration: 69 || Clusters count: 10 || Log posterior: 567017.1939941281 || Vi score: 0.09088495677659932 || NMI score: 0.978176783964113 || Iter Time:1.0972559452056885 || Total time:33.74116539955139
Iteration: 70 || Clusters count: 10 || Log posterior: 571462.8333648079 || Vi score: 0.05836939259285075 || NMI score: 0.9859680283600567 || Iter Time:0.919299840927124 || Total time:34.660465240478516
Iteration: 71 || Clusters count: 10 || Log posterior: 576180.5703538293 || Vi score: 0.03804609898835345 || NMI score: 0.9908423247461431 || Iter Time:0.6637279987335205 || Total time:35.324193239212036
Iteration: 72 || Clusters count: 10 || Log posterior: 576895.2186423177 || Vi score: 0.029867227028434362 || NMI score: 0.9928050777108274 || Iter Time:0.3866920471191406 || Total time:35.71088528633118
Iteration: 73 || Clusters count: 10 || Log posterior: 577573.8542042607 || Vi score: 0.020544402085205946 || NMI score: 0.9950465799741053 || Iter Time:0.6913449764251709 || Total time:36.40223026275635
Iteration: 74 || Clusters count: 11 || Log posterior: 579343.0767395132 || Vi score: 0.007533472840358715 || NMI score: 0.9981843303066636 || Iter Time:0.957017183303833 || Total time:37.35924744606018
Iteration: 75 || Clusters count: 11 || Log posterior: 579404.5764753455 || Vi score: 0.006318305552821224 || NMI score: 0.9984768002971643 || Iter Time:0.9872550964355469 || Total time:38.34650254249573
Iteration: 76 || Clusters count: 11 || Log posterior: 579501.6153227919 || Vi score: 0.005051946682665099 || NMI score: 0.9987817186767026 || Iter Time:0.9029090404510498 || Total time:39.24941158294678
Iteration: 77 || Clusters count: 11 || Log posterior: 579601.6282109851 || Vi score: 0.00387596057099282 || NMI score: 0.9990650436029332 || Iter Time:0.684473991394043 || Total time:39.93388557434082
Iteration: 78 || Clusters count: 11 || Log posterior: 579685.6017107599 || Vi score: 0.0029038018389576465 || NMI score: 0.9992993827298602 || Iter Time:0.910599946975708 || Total time:40.84448552131653
Iteration: 79 || Clusters count: 11 || Log posterior: 579808.2516400451 || Vi score: 0.001900880883068661 || NMI score: 0.9995412523324979 || Iter Time:0.5515260696411133 || Total time:41.39601159095764
Iteration: 80 || Clusters count: 11 || Log posterior: 579885.2500666017 || Vi score: 0.0008925941681214056 || NMI score: 0.9997845340231944 || Iter Time:1.089622974395752 || Total time:42.485634565353394
Iteration: 81 || Clusters count: 11 || Log posterior: 579931.3642955058 || Vi score: 0.000522161400561591 || NMI score: 0.9998739409798193 || Iter Time:0.8772120475769043 || Total time:43.3628466129303
Iteration: 82 || Clusters count: 11 || Log posterior: 579963.0218898887 || Vi score: 0.0001846142079316812 || NMI score: 0.9999554278065477 || Iter Time:0.567378044128418 || Total time:43.930224657058716
Iteration: 83 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.8106091022491455 || Total time:44.74083375930786
Iteration: 84 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.7351729869842529 || Total time:45.476006746292114
Iteration: 85 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.8719468116760254 || Total time:46.34795355796814
Iteration: 86 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.7918639183044434 || Total time:47.13981747627258
Iteration: 87 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.806847095489502 || Total time:47.946664571762085
Iteration: 88 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.7344160079956055 || Total time:48.68108057975769
Iteration: 89 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.8859121799468994 || Total time:49.56699275970459
Iteration: 90 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:1.1756970882415771 || Total time:50.74268984794617
Iteration: 91 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.48894596099853516 || Total time:51.2316358089447
Iteration: 92 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5327000617980957 || Total time:51.7643358707428
Iteration: 93 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.6848750114440918 || Total time:52.44921088218689
Iteration: 94 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.8047239780426025 || Total time:53.25393486022949
Iteration: 95 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.643294095993042 || Total time:53.897228956222534
Iteration: 96 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.5172770023345947 || Total time:54.41450595855713
Iteration: 97 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.4585390090942383 || Total time:54.87304496765137
Iteration: 98 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.7964649200439453 || Total time:55.66950988769531
Iteration: 99 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:0.7337028980255127 || Total time:56.403212785720825
Iteration: 100 || Clusters count: 10 || Log posterior: 579945.2269900674 || Vi score: -0.0 || NMI score: 1.0 || Iter Time:1.2779269218444824 || Total time:57.68113970756531
Test Summary: | Pass Total
Testing Module (Random mess) | 1 1
Loading and distributing data:
1.261923 seconds (925.00 k allocations: 36.873 MiB, 2.44% gc time)
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Iteration: 1 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:1.9983091354370117 || Total time:1.9983091354370117
Iteration: 2 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.01004791259765625 || Total time:2.008357048034668
Iteration: 3 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.016150951385498047 || Total time:2.024507999420166
Iteration: 4 || Clusters count: 2 || Log posterior: -234996.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.038941144943237305 || Total time:2.0634491443634033
Iteration: 5 || Clusters count: 2 || Log posterior: -234908.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.02475595474243164 || Total time:2.088205099105835
Iteration: 6 || Clusters count: 2 || Log posterior: -234860.02 || Vi score: no gt || NMI score: no gt || Iter Time:0.016322851181030273 || Total time:2.1045279502868652
Iteration: 7 || Clusters count: 2 || Log posterior: -234872.97 || Vi score: no gt || NMI score: no gt || Iter Time:0.019950151443481445 || Total time:2.1244781017303467
Iteration: 8 || Clusters count: 2 || Log posterior: -234872.16 || Vi score: no gt || NMI score: no gt || Iter Time:0.07248401641845703 || Total time:2.1969621181488037
Iteration: 9 || Clusters count: 4 || Log posterior: -234570.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.14359116554260254 || Total time:2.3405532836914062
Iteration: 10 || Clusters count: 4 || Log posterior: -234426.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.15313291549682617 || Total time:2.4936861991882324
Iteration: 11 || Clusters count: 4 || Log posterior: -234342.34 || Vi score: no gt || NMI score: no gt || Iter Time:0.03784799575805664 || Total time:2.531534194946289
Iteration: 12 || Clusters count: 4 || Log posterior: -234286.2 || Vi score: no gt || NMI score: no gt || Iter Time:0.03990793228149414 || Total time:2.571442127227783
Iteration: 13 || Clusters count: 4 || Log posterior: -234273.9 || Vi score: no gt || NMI score: no gt || Iter Time:0.032904863357543945 || Total time:2.604346990585327
Iteration: 14 || Clusters count: 7 || Log posterior: -233510.03 || Vi score: no gt || NMI score: no gt || Iter Time:0.031219005584716797 || Total time:2.635565996170044
Iteration: 15 || Clusters count: 8 || Log posterior: -232960.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.06005501747131348 || Total time:2.6956210136413574
Iteration: 16 || Clusters count: 8 || Log posterior: -232806.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.03183317184448242 || Total time:2.72745418548584
Iteration: 17 || Clusters count: 8 || Log posterior: -232727.31 || Vi score: no gt || NMI score: no gt || Iter Time:0.018693923950195312 || Total time:2.746148109436035
Iteration: 18 || Clusters count: 8 || Log posterior: -232693.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.01682305335998535 || Total time:2.7629711627960205
Iteration: 19 || Clusters count: 11 || Log posterior: -231772.17 || Vi score: no gt || NMI score: no gt || Iter Time:0.06135988235473633 || Total time:2.824331045150757
Iteration: 20 || Clusters count: 13 || Log posterior: -231009.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.0483090877532959 || Total time:2.8726401329040527
Saving Model:
11.254426 seconds (9.30 M allocations: 455.151 MiB, 2.51% gc time)
Iteration: 21 || Clusters count: 15 || Log posterior: -230329.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.025410890579223633 || Total time:2.8980510234832764
Iteration: 22 || Clusters count: 15 || Log posterior: -230123.45 || Vi score: no gt || NMI score: no gt || Iter Time:0.0785820484161377 || Total time:2.976633071899414
Iteration: 23 || Clusters count: 15 || Log posterior: -230005.17 || Vi score: no gt || NMI score: no gt || Iter Time:0.12790608406066895 || Total time:3.104539155960083
Iteration: 24 || Clusters count: 16 || Log posterior: -229704.95 || Vi score: no gt || NMI score: no gt || Iter Time:0.1683821678161621 || Total time:3.272921323776245
Iteration: 25 || Clusters count: 17 || Log posterior: -229300.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.1882939338684082 || Total time:3.4612152576446533
Iteration: 26 || Clusters count: 19 || Log posterior: -228691.53 || Vi score: no gt || NMI score: no gt || Iter Time:0.10059714317321777 || Total time:3.561812400817871
Iteration: 27 || Clusters count: 19 || Log posterior: -228636.05 || Vi score: no gt || NMI score: no gt || Iter Time:0.3470039367675781 || Total time:3.908816337585449
Iteration: 28 || Clusters count: 20 || Log posterior: -228229.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.12488889694213867 || Total time:4.033705234527588
Iteration: 29 || Clusters count: 20 || Log posterior: -228209.47 || Vi score: no gt || NMI score: no gt || Iter Time:0.2147221565246582 || Total time:4.248427391052246
Iteration: 30 || Clusters count: 20 || Log posterior: -228206.69 || Vi score: no gt || NMI score: no gt || Iter Time:0.17687320709228516 || Total time:4.425300598144531
Iteration: 31 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.24004316329956055 || Total time:4.665343761444092
Iteration: 32 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.19118905067443848 || Total time:4.85653281211853
Iteration: 33 || Clusters count: 20 || Log posterior: -228206.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.08236479759216309 || Total time:4.938897609710693
Iteration: 34 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.04399704933166504 || Total time:4.982894659042358
Iteration: 35 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.04644203186035156 || Total time:5.02933669090271
Iteration: 36 || Clusters count: 20 || Log posterior: -228209.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.08156204223632812 || Total time:5.110898733139038
Iteration: 37 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.23432397842407227 || Total time:5.34522271156311
Iteration: 38 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.2040388584136963 || Total time:5.549261569976807
Iteration: 39 || Clusters count: 20 || Log posterior: -228204.7 || Vi score: no gt || NMI score: no gt || Iter Time:0.28598904609680176 || Total time:5.835250616073608
Loading Model:
7.958773 seconds (4.91 M allocations: 247.263 MiB, 1.84% gc time)
Including params
Loading data:
0.286120 seconds (619.43 k allocations: 20.567 MiB)
Creating model:
Node Leaders:
Dict{Any,Any}(1 => Any[1])
Running model:
Iteration: 21 || Clusters count: 15 || Log posterior: -230303.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.03324699401855469 || Total time:0.03324699401855469
Iteration: 22 || Clusters count: 15 || Log posterior: -230062.8 || Vi score: no gt || NMI score: no gt || Iter Time:0.14260315895080566 || Total time:0.17585015296936035
Iteration: 23 || Clusters count: 15 || Log posterior: -229972.69 || Vi score: no gt || NMI score: no gt || Iter Time:0.23357295989990234 || Total time:0.4094231128692627
Iteration: 24 || Clusters count: 16 || Log posterior: -229679.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.21065187454223633 || Total time:0.620074987411499
Iteration: 25 || Clusters count: 17 || Log posterior: -229280.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.1639261245727539 || Total time:0.7840011119842529
Iteration: 26 || Clusters count: 19 || Log posterior: -228719.44 || Vi score: no gt || NMI score: no gt || Iter Time:0.2307429313659668 || Total time:1.0147440433502197
Iteration: 27 || Clusters count: 20 || Log posterior: -228256.3 || Vi score: no gt || NMI score: no gt || Iter Time:0.190093994140625 || Total time:1.2048380374908447
Iteration: 28 || Clusters count: 20 || Log posterior: -228225.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.2891998291015625 || Total time:1.4940378665924072
Iteration: 29 || Clusters count: 20 || Log posterior: -228213.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.15108489990234375 || Total time:1.645122766494751
Iteration: 30 || Clusters count: 20 || Log posterior: -228210.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.2633981704711914 || Total time:1.9085209369659424
Iteration: 31 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.23244190216064453 || Total time:2.140962839126587
Iteration: 32 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.2626779079437256 || Total time:2.4036407470703125
Iteration: 33 || Clusters count: 20 || Log posterior: -228205.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.1728501319885254 || Total time:2.576490879058838
Iteration: 34 || Clusters count: 20 || Log posterior: -228205.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.14858388900756836 || Total time:2.7250747680664062
Iteration: 35 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.2692570686340332 || Total time:2.9943318367004395
Iteration: 36 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.23025989532470703 || Total time:3.2245917320251465
Iteration: 37 || Clusters count: 20 || Log posterior: -228203.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.20780301094055176 || Total time:3.4323947429656982
Iteration: 38 || Clusters count: 20 || Log posterior: -228203.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.10332894325256348 || Total time:3.5357236862182617
Iteration: 39 || Clusters count: 20 || Log posterior: -228203.84 || Vi score: no gt || NMI score: no gt || Iter Time:0.1506059169769287 || Total time:3.6863296031951904
Test Summary: | Pass Total
Multinomial Module And save load | 4 4
Loading and distributing data:
1.822036 seconds (785.53 k allocations: 39.805 MiB, 5.08% gc time)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:9.562633991241455 || Total time:9.562633991241455
Iteration: 2 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.02137303352355957 || Total time:9.584007024765015
Iteration: 3 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.019913911819458008 || Total time:9.603920936584473
Iteration: 4 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.026775121688842773 || Total time:9.630696058273315
Iteration: 5 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.01636981964111328 || Total time:9.647065877914429
Iteration: 6 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.016448974609375 || Total time:9.663514852523804
Iteration: 7 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.015554189682006836 || Total time:9.67906904220581
Iteration: 8 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.016171932220458984 || Total time:9.69524097442627
Iteration: 9 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.03163290023803711 || Total time:9.726873874664307
Iteration: 10 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.018280982971191406 || Total time:9.745154857635498
Iteration: 11 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.01788187026977539 || Total time:9.763036727905273
Iteration: 12 || Clusters count: 1 || Log posterior: -3184.8093386024666 || Vi score: no gt || NMI score: no gt || Iter Time:0.01909017562866211 || Total time:9.782126903533936
Iteration: 13 || Clusters count: 2 || Log posterior: -2534.5309775203905 || Vi score: no gt || NMI score: no gt || Iter Time:0.9644439220428467 || Total time:10.746570825576782
Iteration: 14 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.03614497184753418 || Total time:10.782715797424316
Iteration: 15 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.022327899932861328 || Total time:10.805043697357178
Iteration: 16 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.020655155181884766 || Total time:10.825698852539062
Iteration: 17 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.018160104751586914 || Total time:10.84385895729065
Iteration: 18 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.016647815704345703 || Total time:10.860506772994995
Iteration: 19 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.0140838623046875 || Total time:10.874590635299683
Iteration: 20 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.01429891586303711 || Total time:10.88888955116272
Iteration: 21 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.019285202026367188 || Total time:10.908174753189087
Iteration: 22 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.06879281997680664 || Total time:10.976967573165894
Iteration: 23 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.12367510795593262 || Total time:11.100642681121826
Iteration: 24 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.0381319522857666 || Total time:11.138774633407593
Iteration: 25 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.04281282424926758 || Total time:11.18158745765686
Iteration: 26 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.040077924728393555 || Total time:11.221665382385254
Iteration: 27 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.03821611404418945 || Total time:11.259881496429443
Iteration: 28 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.07281804084777832 || Total time:11.332699537277222
Iteration: 29 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.08606600761413574 || Total time:11.418765544891357
Iteration: 30 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.05205488204956055 || Total time:11.470820426940918
Iteration: 31 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.050312042236328125 || Total time:11.521132469177246
Iteration: 32 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.16089391708374023 || Total time:11.682026386260986
Iteration: 33 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.027991056442260742 || Total time:11.710017442703247
Iteration: 34 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.01646709442138672 || Total time:11.726484537124634
Iteration: 35 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.016521930694580078 || Total time:11.743006467819214
Iteration: 36 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.016309022903442383 || Total time:11.759315490722656
Iteration: 37 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.018079042434692383 || Total time:11.777394533157349
Iteration: 38 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.03516983985900879 || Total time:11.812564373016357
Iteration: 39 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.03182697296142578 || Total time:11.844391345977783
Iteration: 40 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.06064605712890625 || Total time:11.90503740310669
Iteration: 41 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.056120872497558594 || Total time:11.961158275604248
Iteration: 42 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.031062841415405273 || Total time:11.992221117019653
Iteration: 43 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.03426694869995117 || Total time:12.026488065719604
Iteration: 44 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.04315900802612305 || Total time:12.069647073745728
Iteration: 45 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.0437769889831543 || Total time:12.113424062728882
Iteration: 46 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02607107162475586 || Total time:12.139495134353638
Iteration: 47 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.051679134368896484 || Total time:12.191174268722534
Iteration: 48 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.05521893501281738 || Total time:12.246393203735352
Iteration: 49 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02908492088317871 || Total time:12.27547812461853
Iteration: 50 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.08005404472351074 || Total time:12.355532169342041
Iteration: 51 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02702808380126953 || Total time:12.38256025314331
Iteration: 52 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.025627851486206055 || Total time:12.408188104629517
Iteration: 53 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.06237292289733887 || Total time:12.470561027526855
Iteration: 54 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.03555417060852051 || Total time:12.506115198135376
Iteration: 55 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.04768109321594238 || Total time:12.553796291351318
Iteration: 56 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.014818906784057617 || Total time:12.568615198135376
Iteration: 57 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.024339914321899414 || Total time:12.592955112457275
Iteration: 58 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02393484115600586 || Total time:12.616889953613281
Iteration: 59 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.020618915557861328 || Total time:12.637508869171143
Iteration: 60 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.0294189453125 || Total time:12.666927814483643
Iteration: 61 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.09555792808532715 || Total time:12.76248574256897
Iteration: 62 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.025079011917114258 || Total time:12.787564754486084
Iteration: 63 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02843308448791504 || Total time:12.815997838973999
Iteration: 64 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.029819011688232422 || Total time:12.845816850662231
Iteration: 65 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02868485450744629 || Total time:12.874501705169678
Iteration: 66 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.024135112762451172 || Total time:12.898636817932129
Iteration: 67 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.016636133193969727 || Total time:12.915272951126099
Iteration: 68 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.0510859489440918 || Total time:12.96635890007019
Iteration: 69 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.02090001106262207 || Total time:12.987258911132812
Iteration: 70 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.0790109634399414 || Total time:13.066269874572754
Iteration: 71 || Clusters count: 2 || Log posterior: -1648.110451015873 || Vi score: no gt || NMI score: no gt || Iter Time:0.043044090270996094 || Total time:13.10931396484375
Iteration: 72 || Clusters count: 3 || Log posterior: -1589.0145364135933 || Vi score: no gt || NMI score: no gt || Iter Time:0.0639350414276123 || Total time:13.173249006271362
Iteration: 73 || Clusters count: 3 || Log posterior: -1311.2856731743063 || Vi score: no gt || NMI score: no gt || Iter Time:0.039913177490234375 || Total time:13.213162183761597
Iteration: 74 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.054908037185668945 || Total time:13.268070220947266
Iteration: 75 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.043736934661865234 || Total time:13.31180715560913
Iteration: 76 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.06737685203552246 || Total time:13.379184007644653
Iteration: 77 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03759407997131348 || Total time:13.416778087615967
Iteration: 78 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.14610600471496582 || Total time:13.562884092330933
Iteration: 79 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.037802934646606445 || Total time:13.600687026977539
Iteration: 80 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.12775182723999023 || Total time:13.72843885421753
Iteration: 81 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.04815387725830078 || Total time:13.77659273147583
Iteration: 82 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.05889701843261719 || Total time:13.835489749908447
Iteration: 83 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02511310577392578 || Total time:13.860602855682373
Iteration: 84 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02509784698486328 || Total time:13.885700702667236
Iteration: 85 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.025055885314941406 || Total time:13.910756587982178
Iteration: 86 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02527308464050293 || Total time:13.93602967262268
Iteration: 87 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.025165081024169922 || Total time:13.96119475364685
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Iteration: 96 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.036959171295166016 || Total time:14.258700847625732
Iteration: 97 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.05315518379211426 || Total time:14.311856031417847
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Iteration: 102 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.018280982971191406 || Total time:14.574957847595215
Iteration: 103 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.019144058227539062 || Total time:14.594101905822754
Iteration: 104 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.07863092422485352 || Total time:14.672732830047607
Iteration: 105 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.050518035888671875 || Total time:14.72325086593628
Iteration: 106 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.042523860931396484 || Total time:14.765774726867676
Iteration: 107 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.024582862854003906 || Total time:14.79035758972168
Iteration: 108 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.09903693199157715 || Total time:14.889394521713257
Iteration: 109 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.06173515319824219 || Total time:14.951129674911499
Iteration: 110 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.0402979850769043 || Total time:14.991427659988403
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Iteration: 114 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.035923004150390625 || Total time:15.213425636291504
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Iteration: 119 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.02701711654663086 || Total time:15.395996809005737
Iteration: 120 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03691601753234863 || Total time:15.432912826538086
Iteration: 121 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.05429506301879883 || Total time:15.487207889556885
Iteration: 122 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03196597099304199 || Total time:15.519173860549927
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Iteration: 127 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.029378890991210938 || Total time:15.735127449035645
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Iteration: 133 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.0394129753112793 || Total time:16.036725521087646
Iteration: 134 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.06454205513000488 || Total time:16.10126757621765
Iteration: 135 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.12160992622375488 || Total time:16.222877502441406
Iteration: 136 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.028776168823242188 || Total time:16.25165367126465
Iteration: 137 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.027299880981445312 || Total time:16.278953552246094
Iteration: 138 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.06943392753601074 || Total time:16.348387479782104
Iteration: 139 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.027183055877685547 || Total time:16.37557053565979
Iteration: 140 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.025793075561523438 || Total time:16.401363611221313
Iteration: 141 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.05624699592590332 || Total time:16.457610607147217
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Iteration: 144 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.027698040008544922 || Total time:16.552497625350952
Iteration: 145 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.04281115531921387 || Total time:16.595308780670166
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Iteration: 150 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03960394859313965 || Total time:16.782742738723755
Iteration: 151 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03133702278137207 || Total time:16.814079761505127
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Iteration: 153 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.018687009811401367 || Total time:16.849701642990112
Iteration: 154 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.01913595199584961 || Total time:16.868837594985962
Iteration: 155 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.038717031478881836 || Total time:16.907554626464844
Iteration: 156 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.025326967239379883 || Total time:16.932881593704224
Iteration: 157 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.018964052200317383 || Total time:16.95184564590454
Iteration: 158 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.018090009689331055 || Total time:16.969935655593872
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Iteration: 171 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.04629397392272949 || Total time:17.562814474105835
Iteration: 172 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.047367095947265625 || Total time:17.6101815700531
Iteration: 173 || Clusters count: 3 || Log posterior: -1201.158783945485 || Vi score: no gt || NMI score: no gt || Iter Time:0.03210282325744629 || Total time:17.642284393310547
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Iteration: 178 || Clusters count: 4 || Log posterior: -923.2328942150314 || Vi score: no gt || NMI score: no gt || Iter Time:0.04252290725708008 || Total time:17.856470584869385
Iteration: 179 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.03525400161743164 || Total time:17.891724586486816
Iteration: 180 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.035340070724487305 || Total time:17.927064657211304
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Iteration: 190 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:1.5537159442901611 || Total time:19.83973503112793
Iteration: 191 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.06369996070861816 || Total time:19.903434991836548
Iteration: 192 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.04147601127624512 || Total time:19.944911003112793
Iteration: 193 || Clusters count: 4 || Log posterior: -754.2071168750956 || Vi score: no gt || NMI score: no gt || Iter Time:0.03144717216491699 || Total time:19.97635817527771
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Float32[0.21481046, 0.22334144, 0.23313032, 0.24152073]
Test Summary: | Pass Total
Testing Module (Determinstic) | 10 10
[3798, 7510, 25856, 10044, 13467, 3032, 14417, 11925, 8916, 1035]
Loading and distributing data:
0.005988 seconds (367 allocations: 1.162 MiB)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.1997699737548828 || Total time:0.1997699737548828
Iteration: 2 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.1067209243774414 || Total time:0.3064908981323242
Iteration: 3 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.20061492919921875 || Total time:0.507105827331543
Iteration: 4 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.22519516944885254 || Total time:0.7323009967803955
Iteration: 5 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.239670991897583 || Total time:0.9719719886779785
Iteration: 6 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.177048921585083 || Total time:1.1490209102630615
Iteration: 7 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.2886011600494385 || Total time:1.4376220703125
Iteration: 8 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10164594650268555 || Total time:1.5392680168151855
Iteration: 9 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.24866700172424316 || Total time:1.7879350185394287
Iteration: 10 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.10315608978271484 || Total time:1.8910911083221436
Iteration: 11 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.2966139316558838 || Total time:2.1877050399780273
Iteration: 12 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.17350292205810547 || Total time:2.361207962036133
Iteration: 13 || Clusters count: 1 || Log posterior: -7445.937491691671 || Vi score: 2.0708648708156385 || NMI score: -4.288925039084297e-16 || Iter Time:0.15252995491027832 || Total time:2.513737916946411
Iteration: 14 || Clusters count: 2 || Log posterior: 82181.79883011524 || Vi score: 1.565420926099464 || NMI score: 0.4282037395968407 || Iter Time:0.14248108863830566 || Total time:2.656219005584717
Iteration: 15 || Clusters count: 2 || Log posterior: 94834.97645910922 || Vi score: 1.4713458376694086 || NMI score: 0.46121947873486346 || Iter Time:0.18099188804626465 || Total time:2.8372108936309814
Iteration: 16 || Clusters count: 2 || Log posterior: 96022.32498558704 || Vi score: 1.4561447584122322 || NMI score: 0.4664888152501789 || Iter Time:0.12111186981201172 || Total time:2.958322763442993
Iteration: 17 || Clusters count: 2 || Log posterior: 96290.88941820804 || Vi score: 1.450236087897253 || NMI score: 0.4685341640506406 || Iter Time:0.15043306350708008 || Total time:3.1087558269500732
Iteration: 18 || Clusters count: 2 || Log posterior: 96304.04631622974 || Vi score: 1.449408857489679 || NMI score: 0.4687972517413346 || Iter Time:0.1351759433746338 || Total time:3.243931770324707
Iteration: 19 || Clusters count: 2 || Log posterior: 96342.04605873767 || Vi score: 1.4491667709583953 || NMI score: 0.46890180364189993 || Iter Time:0.13681888580322266 || Total time:3.3807506561279297
Iteration: 20 || Clusters count: 2 || Log posterior: 96363.23335417453 || Vi score: 1.4491920566998095 || NMI score: 0.4689051852698368 || Iter Time:0.16541790962219238 || Total time:3.546168565750122
Iteration: 21 || Clusters count: 2 || Log posterior: 96256.17047938053 || Vi score: 1.4506657048185814 || NMI score: 0.46838830744386795 || Iter Time:0.1528310775756836 || Total time:3.6989996433258057
Iteration: 22 || Clusters count: 2 || Log posterior: 96313.63938387576 || Vi score: 1.4512337586335562 || NMI score: 0.46817065703968863 || Iter Time:0.11563992500305176 || Total time:3.8146395683288574
Iteration: 23 || Clusters count: 2 || Log posterior: 96294.54570254032 || Vi score: 1.4511427739063127 || NMI score: 0.4681997840921923 || Iter Time:0.1308000087738037 || Total time:3.945439577102661
Iteration: 24 || Clusters count: 2 || Log posterior: 96335.13962277118 || Vi score: 1.4508448876002298 || NMI score: 0.46829840684883467 || Iter Time:0.1883699893951416 || Total time:4.133809566497803
Iteration: 25 || Clusters count: 2 || Log posterior: 96278.76429804508 || Vi score: 1.4518731369304259 || NMI score: 0.4679416164526745 || Iter Time:0.1557459831237793 || Total time:4.289555549621582
Iteration: 26 || Clusters count: 2 || Log posterior: 96339.85869606677 || Vi score: 1.449477968768015 || NMI score: 0.468779313229907 || Iter Time:0.10393977165222168 || Total time:4.393495321273804
Iteration: 27 || Clusters count: 2 || Log posterior: 96290.7017637128 || Vi score: 1.4509119418236405 || NMI score: 0.46829596547426416 || Iter Time:0.12290477752685547 || Total time:4.516400098800659
Iteration: 28 || Clusters count: 2 || Log posterior: 96294.73345717136 || Vi score: 1.4502730732239255 || NMI score: 0.4685026907575607 || Iter Time:0.15496587753295898 || Total time:4.671365976333618
Iteration: 29 || Clusters count: 4 || Log posterior: 237907.54211982433 || Vi score: 0.9080266067310743 || NMI score: 0.7331743773437838 || Iter Time:0.188431978225708 || Total time:4.859797954559326
Iteration: 30 || Clusters count: 4 || Log posterior: 258780.47861941997 || Vi score: 0.839955730108825 || NMI score: 0.7523373461353721 || Iter Time:0.41368603706359863 || Total time:5.273483991622925
Iteration: 31 || Clusters count: 4 || Log posterior: 261719.5682175988 || Vi score: 0.8094930173779747 || NMI score: 0.7609345286801112 || Iter Time:0.18043303489685059 || Total time:5.453917026519775
Iteration: 32 || Clusters count: 4 || Log posterior: 275011.28979428945 || Vi score: 0.7686872966897405 || NMI score: 0.7726328768114963 || Iter Time:0.32231998443603516 || Total time:5.7762370109558105
Iteration: 33 || Clusters count: 4 || Log posterior: 279718.3388193482 || Vi score: 0.7661259014169821 || NMI score: 0.7733752496518518 || Iter Time:0.15278387069702148 || Total time:5.929020881652832
Iteration: 34 || Clusters count: 4 || Log posterior: 279755.93250926683 || Vi score: 0.7653455388202174 || NMI score: 0.7736069081509658 || Iter Time:0.15468788146972656 || Total time:6.083708763122559
Iteration: 35 || Clusters count: 4 || Log posterior: 279723.5263307923 || Vi score: 0.7662441424315931 || NMI score: 0.7733401084773278 || Iter Time:0.10114002227783203 || Total time:6.184848785400391
Iteration: 36 || Clusters count: 4 || Log posterior: 279739.8231285447 || Vi score: 0.7656400124713736 || NMI score: 0.7735198853468681 || Iter Time:0.18931198120117188 || Total time:6.3741607666015625
Iteration: 37 || Clusters count: 4 || Log posterior: 279697.3388479585 || Vi score: 0.7661294964004987 || NMI score: 0.7733737727482051 || Iter Time:0.18437600135803223 || Total time:6.558536767959595
Iteration: 38 || Clusters count: 4 || Log posterior: 279720.5106514329 || Vi score: 0.7660812804805734 || NMI score: 0.7733890278156419 || Iter Time:0.1585700511932373 || Total time:6.717106819152832
Iteration: 39 || Clusters count: 4 || Log posterior: 279696.26068004314 || Vi score: 0.7670070657156001 || NMI score: 0.7731147651613819 || Iter Time:0.1379530429840088 || Total time:6.855059862136841
Iteration: 40 || Clusters count: 4 || Log posterior: 279712.51069291774 || Vi score: 0.7668313286229803 || NMI score: 0.7731665828737662 || Iter Time:0.20207500457763672 || Total time:7.0571348667144775
Iteration: 41 || Clusters count: 4 || Log posterior: 279697.51065143297 || Vi score: 0.7664740356811063 || NMI score: 0.7732728504229096 || Iter Time:0.21140217781066895 || Total time:7.2685370445251465
Iteration: 42 || Clusters count: 4 || Log posterior: 279786.651226365 || Vi score: 0.7642298006434008 || NMI score: 0.7739374364085498 || Iter Time:0.1841890811920166 || Total time:7.452726125717163
Iteration: 43 || Clusters count: 4 || Log posterior: 279704.52634223644 || Vi score: 0.7660234176416763 || NMI score: 0.7734052339919256 || Iter Time:0.17284202575683594 || Total time:7.625568151473999
Iteration: 44 || Clusters count: 6 || Log posterior: 384110.87671288196 || Vi score: 0.6538701416750813 || NMI score: 0.8259548451200308 || Iter Time:0.252183198928833 || Total time:7.877751350402832
Iteration: 45 || Clusters count: 6 || Log posterior: 387307.5118828648 || Vi score: 0.6475094056520397 || NMI score: 0.827643101090849 || Iter Time:0.15539908409118652 || Total time:8.033150434494019
Iteration: 46 || Clusters count: 6 || Log posterior: 388447.76612099353 || Vi score: 0.6396370438007996 || NMI score: 0.8296877535343344 || Iter Time:0.2768678665161133 || Total time:8.310018301010132
Iteration: 47 || Clusters count: 6 || Log posterior: 389853.11859663663 || Vi score: 0.6290037724345422 || NMI score: 0.8324518628755557 || Iter Time:0.21159601211547852 || Total time:8.52161431312561
Iteration: 48 || Clusters count: 6 || Log posterior: 393909.8123451108 || Vi score: 0.6142087772749915 || NMI score: 0.8363818639589089 || Iter Time:0.21099591255187988 || Total time:8.73261022567749
Iteration: 49 || Clusters count: 6 || Log posterior: 416352.1537390584 || Vi score: 0.5751957283315952 || NMI score: 0.8468065997959403 || Iter Time:0.1867208480834961 || Total time:8.919331073760986
Iteration: 50 || Clusters count: 6 || Log posterior: 426027.5219312543 || Vi score: 0.5324779473535061 || NMI score: 0.8580364390794185 || Iter Time:0.29723596572875977 || Total time:9.216567039489746
Iteration: 51 || Clusters count: 6 || Log posterior: 431262.5221815938 || Vi score: 0.49713878313270793 || NMI score: 0.8673769817364507 || Iter Time:0.2049241065979004 || Total time:9.421491146087646
Iteration: 52 || Clusters count: 6 || Log posterior: 431609.11409338657 || Vi score: 0.49356031653528 || NMI score: 0.8683378491580933 || Iter Time:0.18276476860046387 || Total time:9.60425591468811
Iteration: 53 || Clusters count: 7 || Log posterior: 435234.8125013942 || Vi score: 0.4458346898379611 || NMI score: 0.8865863071409764 || Iter Time:0.24449992179870605 || Total time:9.848755836486816
Iteration: 54 || Clusters count: 7 || Log posterior: 479429.028774702 || Vi score: 0.33702463281910505 || NMI score: 0.9142562886117933 || Iter Time:0.3115520477294922 || Total time:10.160307884216309
Iteration: 55 || Clusters count: 7 || Log posterior: 499769.2643856639 || Vi score: 0.3126380773193368 || NMI score: 0.9204590687034574 || Iter Time:0.21092987060546875 || Total time:10.371237754821777
Iteration: 56 || Clusters count: 7 || Log posterior: 499826.63312526885 || Vi score: 0.3119059250792497 || NMI score: 0.9206423113166944 || Iter Time:0.17951607704162598 || Total time:10.550753831863403
Iteration: 57 || Clusters count: 7 || Log posterior: 499882.97811123077 || Vi score: 0.31178731149895744 || NMI score: 0.9206700798145248 || Iter Time:0.21084213256835938 || Total time:10.761595964431763
Iteration: 58 || Clusters count: 7 || Log posterior: 499797.69523616973 || Vi score: 0.31218245337446476 || NMI score: 0.9205727145724969 || Iter Time:0.45900702476501465 || Total time:11.220602989196777
Iteration: 59 || Clusters count: 9 || Log posterior: 522138.3881637687 || Vi score: 0.23656600223909005 || NMI score: 0.9415570174169826 || Iter Time:0.3373408317565918 || Total time:11.55794382095337
Iteration: 60 || Clusters count: 9 || Log posterior: 524595.6692297095 || Vi score: 0.213249146195916 || NMI score: 0.947353679483677 || Iter Time:0.31123995780944824 || Total time:11.869183778762817
Iteration: 61 || Clusters count: 9 || Log posterior: 526067.5805594558 || Vi score: 0.2000389649927569 || NMI score: 0.950778014566577 || Iter Time:0.2422018051147461 || Total time:12.111385583877563
Iteration: 62 || Clusters count: 9 || Log posterior: 527332.3225953216 || Vi score: 0.18274693525537405 || NMI score: 0.9552297524023361 || Iter Time:0.25844311714172363 || Total time:12.369828701019287
Iteration: 63 || Clusters count: 10 || Log posterior: 530427.8946066732 || Vi score: 0.2155229215456696 || NMI score: 0.9487168766993731 || Iter Time:0.30167102813720703 || Total time:12.671499729156494
Iteration: 64 || Clusters count: 10 || Log posterior: 552534.6840287084 || Vi score: 0.1366226270623853 || NMI score: 0.9672780681111931 || Iter Time:0.3346428871154785 || Total time:13.006142616271973
Iteration: 65 || Clusters count: 10 || Log posterior: 559347.6835685606 || Vi score: 0.08270626043069222 || NMI score: 0.980056172378187 || Iter Time:0.20530986785888672 || Total time:13.21145248413086
Iteration: 66 || Clusters count: 10 || Log posterior: 561466.6630338066 || Vi score: 0.06130606197560952 || NMI score: 0.9851733936077489 || Iter Time:0.18898487091064453 || Total time:13.400437355041504
Iteration: 67 || Clusters count: 10 || Log posterior: 562596.7727585668 || Vi score: 0.0599429712926725 || NMI score: 0.9855096714453719 || Iter Time:0.18863701820373535 || Total time:13.58907437324524
Iteration: 68 || Clusters count: 10 || Log posterior: 563228.2091260786 || Vi score: 0.08298987430596297 || NMI score: 0.980072987165937 || Iter Time:0.3132040500640869 || Total time:13.902278423309326
Iteration: 69 || Clusters count: 10 || Log posterior: 567761.9535899991 || Vi score: 0.08485033996575893 || NMI score: 0.9796874563906653 || Iter Time:0.21355009078979492 || Total time:14.115828514099121
Iteration: 70 || Clusters count: 10 || Log posterior: 572830.8200744027 || Vi score: 0.05810702813323417 || NMI score: 0.9860493593804069 || Iter Time:0.3116180896759033 || Total time:14.427446603775024
Iteration: 71 || Clusters count: 10 || Log posterior: 575939.2845221395 || Vi score: 0.02980933257568119 || NMI score: 0.9928199292063231 || Iter Time:0.249953031539917 || Total time:14.677399635314941
Iteration: 72 || Clusters count: 10 || Log posterior: 577488.2889402742 || Vi score: 0.012602668277500454 || NMI score: 0.9969595516253743 || Iter Time:0.30814099311828613 || Total time:14.985540628433228
Iteration: 73 || Clusters count: 10 || Log posterior: 578790.173142993 || Vi score: 0.002309818271611591 || NMI score: 0.9994423607201558 || Iter Time:0.24579715728759766 || Total time:15.231337785720825
Iteration: 74 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.3115959167480469 || Total time:15.542933702468872
Iteration: 75 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.26024603843688965 || Total time:15.803179740905762
Iteration: 76 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2184889316558838 || Total time:16.021668672561646
Iteration: 77 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.26119184494018555 || Total time:16.28286051750183
Iteration: 78 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.36031603813171387 || Total time:16.643176555633545
Iteration: 79 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.28522586822509766 || Total time:16.928402423858643
Iteration: 80 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.34928107261657715 || Total time:17.27768349647522
Iteration: 81 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.1930680274963379 || Total time:17.470751523971558
Iteration: 82 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.23946094512939453 || Total time:17.710212469100952
Iteration: 83 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2624969482421875 || Total time:17.97270941734314
Iteration: 84 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.3344569206237793 || Total time:18.30716633796692
Iteration: 85 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.29823899269104004 || Total time:18.60540533065796
Iteration: 86 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.23242902755737305 || Total time:18.837834358215332
Iteration: 87 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.28840184211730957 || Total time:19.12623620033264
Iteration: 88 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2275838851928711 || Total time:19.353820085525513
Iteration: 89 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.24985504150390625 || Total time:19.60367512702942
Iteration: 90 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.5497560501098633 || Total time:20.153431177139282
Iteration: 91 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.503309965133667 || Total time:20.65674114227295
Iteration: 92 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.4028620719909668 || Total time:21.059603214263916
Iteration: 93 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.4379429817199707 || Total time:21.497546195983887
Iteration: 94 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.4751119613647461 || Total time:21.972658157348633
Iteration: 95 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.35391998291015625 || Total time:22.32657814025879
Iteration: 96 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2875220775604248 || Total time:22.614100217819214
Iteration: 97 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.3276801109313965 || Total time:22.94178032875061
Iteration: 98 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.2820169925689697 || Total time:23.22379732131958
Iteration: 99 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.3212130069732666 || Total time:23.545010328292847
Iteration: 100 || Clusters count: 10 || Log posterior: 579949.1019900674 || Vi score: -0.0 || NMI score: 1.0000000000000004 || Iter Time:0.44150400161743164 || Total time:23.98651432991028
Test Summary: | Pass Total
Testing Module (Random mess) | 1 1
Loading and distributing data:
0.060997 seconds (500.05 k allocations: 15.277 MiB)
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Iteration: 1 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:2.3244941234588623 || Total time:2.3244941234588623
Iteration: 2 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.02570199966430664 || Total time:2.350196123123169
Iteration: 3 || Clusters count: 1 || Log posterior: -235249.83 || Vi score: no gt || NMI score: no gt || Iter Time:0.03252696990966797 || Total time:2.382723093032837
Iteration: 4 || Clusters count: 2 || Log posterior: -234995.89 || Vi score: no gt || NMI score: no gt || Iter Time:0.03471493721008301 || Total time:2.41743803024292
Iteration: 5 || Clusters count: 2 || Log posterior: -234959.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.028195858001708984 || Total time:2.445633888244629
Iteration: 6 || Clusters count: 2 || Log posterior: -234926.72 || Vi score: no gt || NMI score: no gt || Iter Time:0.030030012130737305 || Total time:2.475663900375366
Iteration: 7 || Clusters count: 2 || Log posterior: -234918.33 || Vi score: no gt || NMI score: no gt || Iter Time:0.05898308753967285 || Total time:2.534646987915039
Iteration: 8 || Clusters count: 2 || Log posterior: -234900.14 || Vi score: no gt || NMI score: no gt || Iter Time:0.027662992477416992 || Total time:2.562309980392456
Iteration: 9 || Clusters count: 4 || Log posterior: -234672.73 || Vi score: no gt || NMI score: no gt || Iter Time:0.06413602828979492 || Total time:2.626446008682251
Iteration: 10 || Clusters count: 4 || Log posterior: -234431.23 || Vi score: no gt || NMI score: no gt || Iter Time:0.06260395050048828 || Total time:2.6890499591827393
Iteration: 11 || Clusters count: 4 || Log posterior: -234367.58 || Vi score: no gt || NMI score: no gt || Iter Time:0.048779964447021484 || Total time:2.7378299236297607
Iteration: 12 || Clusters count: 4 || Log posterior: -234247.1 || Vi score: no gt || NMI score: no gt || Iter Time:0.11482095718383789 || Total time:2.8526508808135986
Iteration: 13 || Clusters count: 4 || Log posterior: -234186.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.029819011688232422 || Total time:2.882469892501831
Iteration: 14 || Clusters count: 7 || Log posterior: -233405.98 || Vi score: no gt || NMI score: no gt || Iter Time:0.03976607322692871 || Total time:2.9222359657287598
Iteration: 15 || Clusters count: 7 || Log posterior: -233109.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.05283784866333008 || Total time:2.97507381439209
Iteration: 16 || Clusters count: 7 || Log posterior: -232992.8 || Vi score: no gt || NMI score: no gt || Iter Time:0.03487682342529297 || Total time:3.009950637817383
Iteration: 17 || Clusters count: 7 || Log posterior: -232885.0 || Vi score: no gt || NMI score: no gt || Iter Time:0.0329279899597168 || Total time:3.0428786277770996
Iteration: 18 || Clusters count: 7 || Log posterior: -232801.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.05043911933898926 || Total time:3.093317747116089
Iteration: 19 || Clusters count: 11 || Log posterior: -231454.98 || Vi score: no gt || NMI score: no gt || Iter Time:0.06633687019348145 || Total time:3.1596546173095703
Iteration: 20 || Clusters count: 11 || Log posterior: -231223.06 || Vi score: no gt || NMI score: no gt || Iter Time:0.03547501564025879 || Total time:3.195129632949829
Saving Model:
0.009211 seconds (1.41 k allocations: 116.594 KiB)
Iteration: 21 || Clusters count: 12 || Log posterior: -230911.61 || Vi score: no gt || NMI score: no gt || Iter Time:0.05806589126586914 || Total time:3.2531955242156982
Iteration: 22 || Clusters count: 13 || Log posterior: -230726.78 || Vi score: no gt || NMI score: no gt || Iter Time:0.11200404167175293 || Total time:3.365199565887451
Iteration: 23 || Clusters count: 13 || Log posterior: -230679.02 || Vi score: no gt || NMI score: no gt || Iter Time:0.11691808700561523 || Total time:3.4821176528930664
Iteration: 24 || Clusters count: 13 || Log posterior: -230661.23 || Vi score: no gt || NMI score: no gt || Iter Time:0.05446910858154297 || Total time:3.5365867614746094
Iteration: 25 || Clusters count: 13 || Log posterior: -230647.44 || Vi score: no gt || NMI score: no gt || Iter Time:0.045433998107910156 || Total time:3.5820207595825195
Iteration: 26 || Clusters count: 13 || Log posterior: -230634.5 || Vi score: no gt || NMI score: no gt || Iter Time:0.053060054779052734 || Total time:3.6350808143615723
Iteration: 27 || Clusters count: 14 || Log posterior: -230509.25 || Vi score: no gt || NMI score: no gt || Iter Time:0.08066391944885254 || Total time:3.715744733810425
Iteration: 28 || Clusters count: 14 || Log posterior: -230382.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.06876397132873535 || Total time:3.78450870513916
Iteration: 29 || Clusters count: 14 || Log posterior: -230251.62 || Vi score: no gt || NMI score: no gt || Iter Time:0.11405706405639648 || Total time:3.8985657691955566
Iteration: 30 || Clusters count: 14 || Log posterior: -230242.56 || Vi score: no gt || NMI score: no gt || Iter Time:0.06298303604125977 || Total time:3.9615488052368164
Iteration: 31 || Clusters count: 14 || Log posterior: -230232.12 || Vi score: no gt || NMI score: no gt || Iter Time:0.09251093864440918 || Total time:4.054059743881226
Iteration: 32 || Clusters count: 14 || Log posterior: -230229.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.0592041015625 || Total time:4.113263845443726
Iteration: 33 || Clusters count: 14 || Log posterior: -230230.28 || Vi score: no gt || NMI score: no gt || Iter Time:0.06770491600036621 || Total time:4.180968761444092
Iteration: 34 || Clusters count: 14 || Log posterior: -230224.05 || Vi score: no gt || NMI score: no gt || Iter Time:0.1070089340209961 || Total time:4.287977695465088
Iteration: 35 || Clusters count: 14 || Log posterior: -230216.66 || Vi score: no gt || NMI score: no gt || Iter Time:0.08793997764587402 || Total time:4.375917673110962
Iteration: 36 || Clusters count: 14 || Log posterior: -230218.05 || Vi score: no gt || NMI score: no gt || Iter Time:0.06469011306762695 || Total time:4.440607786178589
Iteration: 37 || Clusters count: 14 || Log posterior: -230218.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.09242606163024902 || Total time:4.533033847808838
Iteration: 38 || Clusters count: 14 || Log posterior: -230215.86 || Vi score: no gt || NMI score: no gt || Iter Time:0.050971031188964844 || Total time:4.584004878997803
Iteration: 39 || Clusters count: 14 || Log posterior: -230219.12 || Vi score: no gt || NMI score: no gt || Iter Time:0.0720970630645752 || Total time:4.656101942062378
Loading Model:
0.004241 seconds (3.77 k allocations: 345.328 KiB)
Including params
Loading data:
0.066506 seconds (500.04 k allocations: 14.895 MiB)
Creating model:
Node Leaders:
Dict{Any,Any}(2 => Any[2, 3])
Running model:
Iteration: 21 || Clusters count: 12 || Log posterior: -231209.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.047451019287109375 || Total time:0.047451019287109375
Iteration: 22 || Clusters count: 13 || Log posterior: -230879.9 || Vi score: no gt || NMI score: no gt || Iter Time:0.039112091064453125 || Total time:0.0865631103515625
Iteration: 23 || Clusters count: 13 || Log posterior: -230745.64 || Vi score: no gt || NMI score: no gt || Iter Time:0.0433199405670166 || Total time:0.1298830509185791
Iteration: 24 || Clusters count: 13 || Log posterior: -230664.12 || Vi score: no gt || NMI score: no gt || Iter Time:0.06484580039978027 || Total time:0.19472885131835938
Iteration: 25 || Clusters count: 13 || Log posterior: -230672.02 || Vi score: no gt || NMI score: no gt || Iter Time:0.059866905212402344 || Total time:0.2545957565307617
Iteration: 26 || Clusters count: 14 || Log posterior: -230660.75 || Vi score: no gt || NMI score: no gt || Iter Time:0.07483792304992676 || Total time:0.3294336795806885
Iteration: 27 || Clusters count: 16 || Log posterior: -230313.8 || Vi score: no gt || NMI score: no gt || Iter Time:0.10878205299377441 || Total time:0.4382157325744629
Iteration: 28 || Clusters count: 17 || Log posterior: -229751.12 || Vi score: no gt || NMI score: no gt || Iter Time:0.07691383361816406 || Total time:0.515129566192627
Iteration: 29 || Clusters count: 17 || Log posterior: -229591.94 || Vi score: no gt || NMI score: no gt || Iter Time:0.09817719459533691 || Total time:0.6133067607879639
Iteration: 30 || Clusters count: 17 || Log posterior: -229575.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.23771309852600098 || Total time:0.8510198593139648
Iteration: 31 || Clusters count: 17 || Log posterior: -229571.11 || Vi score: no gt || NMI score: no gt || Iter Time:0.03847789764404297 || Total time:0.8894977569580078
Iteration: 32 || Clusters count: 17 || Log posterior: -229567.36 || Vi score: no gt || NMI score: no gt || Iter Time:0.0676569938659668 || Total time:0.9571547508239746
Iteration: 33 || Clusters count: 17 || Log posterior: -229565.97 || Vi score: no gt || NMI score: no gt || Iter Time:0.0917050838470459 || Total time:1.0488598346710205
Iteration: 34 || Clusters count: 17 || Log posterior: -229569.98 || Vi score: no gt || NMI score: no gt || Iter Time:0.11973190307617188 || Total time:1.1685917377471924
Iteration: 35 || Clusters count: 17 || Log posterior: -229566.38 || Vi score: no gt || NMI score: no gt || Iter Time:0.06598114967346191 || Total time:1.2345728874206543
Iteration: 36 || Clusters count: 17 || Log posterior: -229569.53 || Vi score: no gt || NMI score: no gt || Iter Time:0.05588817596435547 || Total time:1.2904610633850098
Iteration: 37 || Clusters count: 17 || Log posterior: -229569.19 || Vi score: no gt || NMI score: no gt || Iter Time:0.10384893417358398 || Total time:1.3943099975585938
Iteration: 38 || Clusters count: 17 || Log posterior: -229567.66 || Vi score: no gt || NMI score: no gt || Iter Time:0.10563802719116211 || Total time:1.4999480247497559
Iteration: 39 || Clusters count: 17 || Log posterior: -229565.22 || Vi score: no gt || NMI score: no gt || Iter Time:0.056797027587890625 || Total time:1.5567450523376465
Test Summary: | Pass Total
Multinomial Module And save load | 4 4
Testing DPMMSubClusters tests passed