Britta Velten
| Snapshot Date: 2025-12-01 13:45 -0500 (Mon, 01 Dec 2025) |
| git_url: https://git.bioconductor.org/packages/graper |
| git_branch: RELEASE_3_22 |
| git_last_commit: 76fc31b |
| git_last_commit_date: 2025-10-29 10:49:21 -0500 (Wed, 29 Oct 2025) |
| Back to Multiple platform build/check report for BioC 3.22: simplified long |
|
This page was generated on 2025-12-04 12:00 -0500 (Thu, 04 Dec 2025).
| Hostname | OS | Arch (*) | R version | Installed pkgs |
|---|---|---|---|---|
| nebbiolo2 | Linux (Ubuntu 24.04.3 LTS) | x86_64 | 4.5.2 (2025-10-31) -- "[Not] Part in a Rumble" | 4878 |
| merida1 | macOS 12.7.6 Monterey | x86_64 | 4.5.2 (2025-10-31) -- "[Not] Part in a Rumble" | 4624 |
| taishan | Linux (openEuler 24.03 LTS) | aarch64 | 4.5.0 (2025-04-11) -- "How About a Twenty-Six" | 4669 |
| Click on any hostname to see more info about the system (e.g. compilers) (*) as reported by 'uname -p', except on Windows and Mac OS X | ||||
| Package 922/2361 | Hostname | OS / Arch | INSTALL | BUILD | CHECK | BUILD BIN | ||||||||
| graper 1.26.0 (landing page) Britta Velten
| nebbiolo2 | Linux (Ubuntu 24.04.3 LTS) / x86_64 | OK | OK | OK | | ||||||||
| merida1 | macOS 12.7.6 Monterey / x86_64 | OK | OK | OK | OK | | ||||||||
| taishan | Linux (openEuler 24.03 LTS) / aarch64 | OK | OK | OK | ||||||||||
|
To the developers/maintainers of the graper package: - Allow up to 24 hours (and sometimes 48 hours) for your latest push to git@git.bioconductor.org:packages/graper.git to reflect on this report. See Troubleshooting Build Report for more information. - Use the following Renviron settings to reproduce errors and warnings. - If 'R CMD check' started to fail recently on the Linux builder(s) over a missing dependency, add the missing dependency to 'Suggests:' in your DESCRIPTION file. See Renviron.bioc for more information. |
| Package: graper |
| Version: 1.26.0 |
| Command: /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD check --install=check:graper.install-out.txt --library=/home/biocbuild/bbs-3.22-bioc/R/site-library --timings graper_1.26.0.tar.gz |
| StartedAt: 2025-12-02 00:36:27 -0500 (Tue, 02 Dec 2025) |
| EndedAt: 2025-12-02 00:37:58 -0500 (Tue, 02 Dec 2025) |
| EllapsedTime: 91.1 seconds |
| RetCode: 0 |
| Status: OK |
| CheckDir: graper.Rcheck |
| Warnings: 0 |
##############################################################################
##############################################################################
###
### Running command:
###
### /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD check --install=check:graper.install-out.txt --library=/home/biocbuild/bbs-3.22-bioc/R/site-library --timings graper_1.26.0.tar.gz
###
##############################################################################
##############################################################################
* using log directory ‘/home/biocbuild/bbs-3.22-bioc/meat/graper.Rcheck’
* using R version 4.5.2 (2025-10-31)
* using platform: x86_64-pc-linux-gnu
* R was compiled by
gcc (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0
GNU Fortran (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0
* running under: Ubuntu 24.04.3 LTS
* using session charset: UTF-8
* checking for file ‘graper/DESCRIPTION’ ... OK
* checking extension type ... Package
* this is package ‘graper’ version ‘1.26.0’
* package encoding: UTF-8
* checking package namespace information ... OK
* checking package dependencies ... OK
* checking if this is a source package ... OK
* checking if there is a namespace ... OK
* checking for hidden files and directories ... OK
* checking for portable file names ... OK
* checking for sufficient/correct file permissions ... OK
* checking whether package ‘graper’ can be installed ... OK
* used C++ compiler: ‘g++ (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0’
* checking installed package size ... INFO
installed size is 6.1Mb
sub-directories of 1Mb or more:
libs 6.0Mb
* checking package directory ... OK
* checking ‘build’ directory ... OK
* checking DESCRIPTION meta-information ... OK
* checking top-level files ... OK
* checking for left-over files ... OK
* checking index information ... OK
* checking package subdirectories ... OK
* checking code files for non-ASCII characters ... OK
* checking R files for syntax errors ... OK
* checking whether the package can be loaded ... OK
* checking whether the package can be loaded with stated dependencies ... OK
* checking whether the package can be unloaded cleanly ... OK
* checking whether the namespace can be loaded with stated dependencies ... OK
* checking whether the namespace can be unloaded cleanly ... OK
* checking loading without being on the library search path ... OK
* checking dependencies in R code ... OK
* checking S3 generic/method consistency ... OK
* checking replacement functions ... OK
* checking foreign function calls ... OK
* checking R code for possible problems ... OK
* checking Rd files ... NOTE
checkRd: (-1) predict.graper.Rd:19-21: Lost braces in \itemize; meant \describe ?
checkRd: (-1) predict.graper.Rd:22: Lost braces in \itemize; meant \describe ?
checkRd: (-1) predict.graper.Rd:23-24: Lost braces in \itemize; meant \describe ?
* checking Rd metadata ... OK
* checking Rd cross-references ... OK
* checking for missing documentation entries ... OK
* checking for code/documentation mismatches ... OK
* checking Rd \usage sections ... OK
* checking Rd contents ... OK
* checking for unstated dependencies in examples ... OK
* checking line endings in C/C++/Fortran sources/headers ... OK
* checking line endings in Makefiles ... OK
* checking compilation flags in Makevars ... OK
* checking for GNU extensions in Makefiles ... OK
* checking for portable use of $(BLAS_LIBS) and $(LAPACK_LIBS) ... OK
* checking use of PKG_*FLAGS in Makefiles ... OK
* checking compiled code ... NOTE
Note: information on .o files is not available
* checking files in ‘vignettes’ ... OK
* checking examples ... OK
* checking for unstated dependencies in ‘tests’ ... OK
* checking tests ...
Running ‘testthat.R’
OK
* checking for unstated dependencies in vignettes ... OK
* checking package vignettes ... OK
* checking re-building of vignette outputs ... OK
* checking PDF version of manual ... OK
* DONE
Status: 2 NOTEs
See
‘/home/biocbuild/bbs-3.22-bioc/meat/graper.Rcheck/00check.log’
for details.
graper.Rcheck/00install.out
############################################################################## ############################################################################## ### ### Running command: ### ### /home/biocbuild/bbs-3.22-bioc/R/bin/R CMD INSTALL graper ### ############################################################################## ############################################################################## * installing to library ‘/home/biocbuild/bbs-3.22-bioc/R/site-library’ * installing *source* package ‘graper’ ... ** this is package ‘graper’ version ‘1.26.0’ ** using staged installation ** libs using C++ compiler: ‘g++ (Ubuntu 13.3.0-6ubuntu2~24.04) 13.3.0’ g++ -std=gnu++17 -I"/home/biocbuild/bbs-3.22-bioc/R/include" -DNDEBUG -I'/home/biocbuild/bbs-3.22-bioc/R/site-library/Rcpp/include' -I'/home/biocbuild/bbs-3.22-bioc/R/site-library/RcppArmadillo/include' -I'/home/biocbuild/bbs-3.22-bioc/R/site-library/BH/include' -I/usr/local/include -fpic -g -O2 -Wall -Werror=format-security -c RcppExports.cpp -o RcppExports.o g++ -std=gnu++17 -I"/home/biocbuild/bbs-3.22-bioc/R/include" -DNDEBUG -I'/home/biocbuild/bbs-3.22-bioc/R/site-library/Rcpp/include' -I'/home/biocbuild/bbs-3.22-bioc/R/site-library/RcppArmadillo/include' -I'/home/biocbuild/bbs-3.22-bioc/R/site-library/BH/include' -I/usr/local/include -fpic -g -O2 -Wall -Werror=format-security -c fit_graper.cpp -o fit_graper.o g++ -std=gnu++17 -shared -L/home/biocbuild/bbs-3.22-bioc/R/lib -L/usr/local/lib -o graper.so RcppExports.o fit_graper.o -llapack -L/home/biocbuild/bbs-3.22-bioc/R/lib -lRblas -lgfortran -lm -lquadmath -L/home/biocbuild/bbs-3.22-bioc/R/lib -lR installing to /home/biocbuild/bbs-3.22-bioc/R/site-library/00LOCK-graper/00new/graper/libs ** R ** byte-compile and prepare package for lazy loading ** help *** installing help indices ** building package indices ** installing vignettes ** testing if installed package can be loaded from temporary location ** checking absolute paths in shared objects and dynamic libraries ** testing if installed package can be loaded from final location ** testing if installed package keeps a record of temporary installation path * DONE (graper)
graper.Rcheck/tests/testthat.Rout
R version 4.5.2 (2025-10-31) -- "[Not] Part in a Rumble"
Copyright (C) 2025 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
> library(testthat)
> library(graper)
>
> test_check("graper")
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-856.732
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-579.674
ELB improved by 277.058
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-524.062
ELB improved by 55.6126
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-487.816
ELB improved by 36.2459
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-470.53
ELB improved by 17.2856
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-462.567
ELB improved by 7.96293
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-457.569
ELB improved by 4.99766
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-453.251
ELB improved by 4.31885
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-449.023
ELB improved by 4.22731
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-444.843
ELB improved by 4.18024
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-440.935
ELB improved by 3.90749
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.624
ELB improved by 3.31156
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.067
ELB improved by 2.55736
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.172
ELB improved by 1.89431
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.765
ELB improved by 1.40774
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.717
ELB improved by 1.04759
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.944
ELB improved by 0.772701
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.372
ELB improved by 0.572337
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.939
ELB improved by 0.432677
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.604
ELB improved by 0.335142
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.339
ELB improved by 0.265552
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.123
ELB improved by 0.215195
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.945
ELB improved by 0.178418
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.794
ELB improved by 0.151111
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.663
ELB improved by 0.130278
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.55
ELB improved by 0.113873
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.449
ELB improved by 0.100575
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.36
ELB improved by 0.0895475
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.279
ELB improved by 0.0802497
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.207
ELB improved by 0.0723148
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.141
ELB improved by 0.0654816
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.082
ELB improved by 0.0595554
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.028
ELB improved by 0.054386
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.978
ELB improved by 0.0498543
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.932
ELB improved by 0.0458649
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.889
ELB improved by 0.0423396
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.85
ELB improved by 0.0392141
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.814
ELB improved by 0.0364351
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.78
ELB improved by 0.0339578
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.748
ELB improved by 0.0317447
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.718
ELB improved by 0.029764
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.69
ELB improved by 0.0279886
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.664
ELB improved by 0.0263955
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.639
ELB improved by 0.0249648
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.615
ELB improved by 0.0236795
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.593
ELB improved by 0.0225248
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.571
ELB improved by 0.021488
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.551
ELB improved by 0.0205579
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.531
ELB improved by 0.019725
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.512
ELB improved by 0.0189808
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.494
ELB improved by 0.018318
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.476
ELB improved by 0.0177303
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.459
ELB improved by 0.0172121
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.442
ELB improved by 0.0167585
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.426
ELB improved by 0.0163654
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.41
ELB improved by 0.0160293
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.394
ELB improved by 0.0157472
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.378
ELB improved by 0.0155164
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.363
ELB improved by 0.015335
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.348
ELB improved by 0.0152012
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.333
ELB improved by 0.0151139
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.318
ELB improved by 0.0150723
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.303
ELB improved by 0.015076
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.287
ELB improved by 0.0151248
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.272
ELB improved by 0.0152193
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.257
ELB improved by 0.0153602
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.241
ELB improved by 0.0155488
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.226
ELB improved by 0.0157869
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.209
ELB improved by 0.0160766
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.193
ELB improved by 0.0164208
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.176
ELB improved by 0.0168229
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.159
ELB improved by 0.017287
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.141
ELB improved by 0.017818
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.123
ELB improved by 0.0184216
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.104
ELB improved by 0.0191047
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.084
ELB improved by 0.0198749
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.063
ELB improved by 0.0207416
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.041
ELB improved by 0.0217152
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.018
ELB improved by 0.022808
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.994
ELB improved by 0.0240345
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.969
ELB improved by 0.0254111
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.942
ELB improved by 0.0269572
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.913
ELB improved by 0.0286951
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.883
ELB improved by 0.0306512
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.85
ELB improved by 0.0328564
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.814
ELB improved by 0.0353471
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.776
ELB improved by 0.0381668
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.735
ELB improved by 0.0413677
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.69
ELB improved by 0.0450136
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.641
ELB improved by 0.0491828
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.587
ELB improved by 0.0539734
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.527
ELB improved by 0.0595103
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.461
ELB improved by 0.0659552
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.388
ELB improved by 0.0735214
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.305
ELB improved by 0.0824958
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.212
ELB improved by 0.0932704
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.106
ELB improved by 0.106387
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.983
ELB improved by 0.122598
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.84
ELB improved by 0.142925
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.671
ELB improved by 0.168674
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.47
ELB improved by 0.201279
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.228
ELB improved by 0.241779
iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.938
ELB improved by 0.289902
iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.595
ELB improved by 0.343468
iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.196
ELB improved by 0.39931
iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.74
ELB improved by 0.455279
iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.23
ELB improved by 0.510735
iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.666
ELB improved by 0.563682
iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.061
ELB improved by 0.60471
iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.446
ELB improved by 0.615065
iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.864
ELB improved by 0.58177
iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.348
ELB improved by 0.516135
iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.9
ELB improved by 0.447913
iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.498
ELB improved by 0.402398
iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.117
ELB improved by 0.381036
iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.75
ELB improved by 0.367164
iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.388
ELB improved by 0.361472
iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.02
ELB improved by 0.36857
iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.667
ELB improved by 0.352676
iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.382
ELB improved by 0.284815
iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.191
ELB improved by 0.191747
iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.078
ELB improved by 0.113002
iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.014
ELB improved by 0.0630897
iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.978
ELB improved by 0.0363355
iteration 125
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.955
ELB improved by 0.0229055
iteration 126
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.939
ELB improved by 0.016027
iteration 127
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.927
ELB improved by 0.0122054
iteration 128
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.917
ELB improved by 0.00984796
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-856.507
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-569.04
ELB improved by 287.467
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-511.413
ELB improved by 57.6271
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-476.421
ELB improved by 34.9919
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-461.619
ELB improved by 14.8022
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-455.438
ELB improved by 6.18176
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-451.22
ELB improved by 4.21764
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-447.181
ELB improved by 4.03921
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.851
ELB improved by 4.32945
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.968
ELB improved by 4.88308
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.321
ELB improved by 5.64741
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.888
ELB improved by 6.43303
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.237
ELB improved by 6.6502
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.502
ELB improved by 5.73522
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.521
ELB improved by 3.9811
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.209
ELB improved by 2.31238
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.928
ELB improved by 1.28077
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.168
ELB improved by 0.759704
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.669
ELB improved by 0.499185
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.311
ELB improved by 0.357991
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.038
ELB improved by 0.273525
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.819
ELB improved by 0.218311
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.64
ELB improved by 0.179582
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.489
ELB improved by 0.150945
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.36
ELB improved by 0.128934
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.248
ELB improved by 0.11153
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.151
ELB improved by 0.0974699
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.065
ELB improved by 0.085924
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.989
ELB improved by 0.0763199
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.92
ELB improved by 0.0682481
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.859
ELB improved by 0.0614072
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.803
ELB improved by 0.0555692
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.753
ELB improved by 0.0505585
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.707
ELB improved by 0.0462375
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.664
ELB improved by 0.0424968
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.625
ELB improved by 0.0392488
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.588
ELB improved by 0.0364221
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.554
ELB improved by 0.0339586
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.523
ELB improved by 0.0318103
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.493
ELB improved by 0.0299377
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.464
ELB improved by 0.0283079
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.438
ELB improved by 0.0268935
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.412
ELB improved by 0.0256719
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.387
ELB improved by 0.024624
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.363
ELB improved by 0.0237343
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.34
ELB improved by 0.0229898
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.318
ELB improved by 0.0223803
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.296
ELB improved by 0.0218975
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.275
ELB improved by 0.0215353
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.253
ELB improved by 0.0212893
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.232
ELB improved by 0.0211569
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.211
ELB improved by 0.0211372
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.19
ELB improved by 0.0212311
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.168
ELB improved by 0.0214409
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.147
ELB improved by 0.021771
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.124
ELB improved by 0.0222271
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.102
ELB improved by 0.022817
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.078
ELB improved by 0.02355
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.054
ELB improved by 0.024437
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.028
ELB improved by 0.0254901
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.001
ELB improved by 0.0267225
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.973
ELB improved by 0.0281471
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.943
ELB improved by 0.0297762
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.912
ELB improved by 0.0316202
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.878
ELB improved by 0.0336859
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.842
ELB improved by 0.0359758
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.804
ELB improved by 0.0384872
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.762
ELB improved by 0.041213
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.718
ELB improved by 0.0441432
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.671
ELB improved by 0.0472688
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.62
ELB improved by 0.0505875
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.566
ELB improved by 0.054111
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.509
ELB improved by 0.0578752
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.447
ELB improved by 0.061954
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.38
ELB improved by 0.066481
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.308
ELB improved by 0.0716843
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.23
ELB improved by 0.0779496
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.145
ELB improved by 0.0859333
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.048
ELB improved by 0.0967678
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.935
ELB improved by 0.112398
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.799
ELB improved by 0.135956
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.628
ELB improved by 0.171334
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.409
ELB improved by 0.219139
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.142
ELB improved by 0.266628
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.856
ELB improved by 0.286758
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.586
ELB improved by 0.269138
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.351
ELB improved by 0.235236
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.146
ELB improved by 0.2054
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.962
ELB improved by 0.183576
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.795
ELB improved by 0.167205
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.641
ELB improved by 0.153849
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.499
ELB improved by 0.142181
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.367
ELB improved by 0.131603
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.245
ELB improved by 0.121886
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.132
ELB improved by 0.112971
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.028
ELB improved by 0.104862
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.93
ELB improved by 0.0975686
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.839
ELB improved by 0.0910847
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.754
ELB improved by 0.0853838
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.673
ELB improved by 0.0804282
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.597
ELB improved by 0.0761852
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.524
ELB improved by 0.0726457
iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.454
ELB improved by 0.069841
iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.387
ELB improved by 0.0678546
iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.32
ELB improved by 0.0668211
iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.253
ELB improved by 0.0669009
iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.185
ELB improved by 0.0682052
iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.114
ELB improved by 0.0706471
iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.04
ELB improved by 0.073743
iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.964
ELB improved by 0.0765416
iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.886
ELB improved by 0.0779642
iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.808
ELB improved by 0.0774981
iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.733
ELB improved by 0.075545
iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.66
ELB improved by 0.0730311
iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.589
ELB improved by 0.0709159
iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.519
ELB improved by 0.0700848
iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.448
ELB improved by 0.07121
iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.373
ELB improved by 0.0742346
iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.295
ELB improved by 0.0778892
iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.215
ELB improved by 0.0800274
iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.137
ELB improved by 0.0788465
iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.063
ELB improved by 0.0737513
iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.998
ELB improved by 0.0651868
iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.943
ELB improved by 0.0543622
iteration 125
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.9
ELB improved by 0.0430416
iteration 126
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.867
ELB improved by 0.0328529
iteration 127
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.843
ELB improved by 0.0246306
iteration 128
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.824
ELB improved by 0.0184219
iteration 129
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.81
ELB improved by 0.0138796
iteration 130
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.8
ELB improved by 0.0105872
iteration 131
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.792
ELB improved by 0.00819779
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-863.824
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-573.581
ELB improved by 290.243
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-514.598
ELB improved by 58.9833
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-474.751
ELB improved by 39.8474
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-457.294
ELB improved by 17.4565
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-449.888
ELB improved by 7.40586
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-444.577
ELB improved by 5.31123
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.29
ELB improved by 5.28708
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.282
ELB improved by 6.00783
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.301
ELB improved by 6.9815
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.835
ELB improved by 7.46602
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.177
ELB improved by 6.65739
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.335
ELB improved by 4.84206
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.204
ELB improved by 3.13136
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.18
ELB improved by 2.02417
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.783
ELB improved by 1.39654
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.774
ELB improved by 1.00877
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.058
ELB improved by 0.716335
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.555
ELB improved by 0.503332
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.188
ELB improved by 0.367092
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.906
ELB improved by 0.28198
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.68
ELB improved by 0.225798
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.494
ELB improved by 0.186174
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.337
ELB improved by 0.156789
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.203
ELB improved by 0.13427
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.086
ELB improved by 0.116659
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.983
ELB improved by 0.10274
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.891
ELB improved by 0.0917208
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.808
ELB improved by 0.0830812
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.732
ELB improved by 0.0764927
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.66
ELB improved by 0.0717627
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.591
ELB improved by 0.0687817
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.524
ELB improved by 0.0674364
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.456
ELB improved by 0.0674485
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.388
ELB improved by 0.06814
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.32
ELB improved by 0.0682757
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.254
ELB improved by 0.0663584
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.192
ELB improved by 0.0615664
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.137
ELB improved by 0.0545836
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.09
ELB improved by 0.0471828
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.049
ELB improved by 0.0409086
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.013
ELB improved by 0.0363285
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.98
ELB improved by 0.033257
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.949
ELB improved by 0.031262
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.919
ELB improved by 0.0299609
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.889
ELB improved by 0.0290954
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.861
ELB improved by 0.0285105
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.833
ELB improved by 0.0281168
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.805
ELB improved by 0.0278622
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.777
ELB improved by 0.0277146
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.75
ELB improved by 0.0276523
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.722
ELB improved by 0.0276591
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.694
ELB improved by 0.0277218
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.666
ELB improved by 0.0278287
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.638
ELB improved by 0.0279688
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.61
ELB improved by 0.0281317
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.582
ELB improved by 0.0283071
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.554
ELB improved by 0.0284853
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.525
ELB improved by 0.0286564
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.496
ELB improved by 0.0288111
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.467
ELB improved by 0.0289405
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.438
ELB improved by 0.0290364
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.409
ELB improved by 0.0290912
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.38
ELB improved by 0.0290987
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.351
ELB improved by 0.0290535
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.322
ELB improved by 0.0289519
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.293
ELB improved by 0.0287917
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.265
ELB improved by 0.0285723
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.236
ELB improved by 0.0282949
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.208
ELB improved by 0.0279622
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.181
ELB improved by 0.0275785
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.154
ELB improved by 0.0271495
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.127
ELB improved by 0.0266819
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.101
ELB improved by 0.0261835
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.075
ELB improved by 0.0256624
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.05
ELB improved by 0.0251271
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.025
ELB improved by 0.0245858
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.001
ELB improved by 0.0240468
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.978
ELB improved by 0.0235175
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.955
ELB improved by 0.0230049
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.932
ELB improved by 0.0225151
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.91
ELB improved by 0.0220532
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.889
ELB improved by 0.0216238
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.867
ELB improved by 0.0212303
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.846
ELB improved by 0.0208755
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.826
ELB improved by 0.0205615
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.806
ELB improved by 0.0202899
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.786
ELB improved by 0.0200616
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.766
ELB improved by 0.0198773
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.746
ELB improved by 0.0197374
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.726
ELB improved by 0.019642
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.707
ELB improved by 0.0195912
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.687
ELB improved by 0.0195849
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.667
ELB improved by 0.0196234
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.648
ELB improved by 0.0197065
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.628
ELB improved by 0.0198347
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.608
ELB improved by 0.0200083
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.588
ELB improved by 0.0202278
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.567
ELB improved by 0.0204939
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.546
ELB improved by 0.0208075
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.525
ELB improved by 0.0211698
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.504
ELB improved by 0.0215819
iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.482
ELB improved by 0.0220454
iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.459
ELB improved by 0.0225617
iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.436
ELB improved by 0.0231327
iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.412
ELB improved by 0.0237602
iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.388
ELB improved by 0.0244459
iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.362
ELB improved by 0.0251919
iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.336
ELB improved by 0.0259997
iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.31
ELB improved by 0.0268712
iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.282
ELB improved by 0.0278075
iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.253
ELB improved by 0.0288096
iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.223
ELB improved by 0.029878
iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.192
ELB improved by 0.0310123
iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.16
ELB improved by 0.0322114
iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.126
ELB improved by 0.0334729
iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.092
ELB improved by 0.0347933
iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.055
ELB improved by 0.0361672
iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.018
ELB improved by 0.0375878
iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.979
ELB improved by 0.039046
iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.938
ELB improved by 0.0405305
iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.896
ELB improved by 0.0420278
iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.853
ELB improved by 0.0435218
iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.808
ELB improved by 0.0449941
iteration 125
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.761
ELB improved by 0.0464241
iteration 126
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.714
ELB improved by 0.0477896
iteration 127
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.664
ELB improved by 0.0490667
iteration 128
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.614
ELB improved by 0.0502311
iteration 129
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.563
ELB improved by 0.0512587
iteration 130
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.511
ELB improved by 0.0521266
iteration 131
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.458
ELB improved by 0.0528142
iteration 132
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.405
ELB improved by 0.0533042
iteration 133
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.351
ELB improved by 0.0535835
iteration 134
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.298
ELB improved by 0.0536443
iteration 135
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.244
ELB improved by 0.053484
iteration 136
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.191
ELB improved by 0.053106
iteration 137
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.138
ELB improved by 0.0525191
iteration 138
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.087
ELB improved by 0.0517375
iteration 139
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.036
ELB improved by 0.0507793
iteration 140
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.986
ELB improved by 0.0496665
iteration 141
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.938
ELB improved by 0.0484232
iteration 142
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.891
ELB improved by 0.0470749
iteration 143
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.845
ELB improved by 0.0456473
iteration 144
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.801
ELB improved by 0.0441655
iteration 145
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.758
ELB improved by 0.0426533
iteration 146
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.717
ELB improved by 0.0411323
iteration 147
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.678
ELB improved by 0.0396217
iteration 148
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.639
ELB improved by 0.038138
iteration 149
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.603
ELB improved by 0.0366944
iteration 150
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.567
ELB improved by 0.035301
iteration 151
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.533
ELB improved by 0.0339647
iteration 152
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.501
ELB improved by 0.0326891
iteration 153
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.469
ELB improved by 0.0314745
iteration 154
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.439
ELB improved by 0.0303187
iteration 155
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.41
ELB improved by 0.0292169
iteration 156
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.382
ELB improved by 0.0281632
iteration 157
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.354
ELB improved by 0.0271511
iteration 158
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.328
ELB improved by 0.0261755
iteration 159
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.303
ELB improved by 0.0252343
iteration 160
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.279
ELB improved by 0.0243293
iteration 161
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.255
ELB improved by 0.0234678
iteration 162
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.233
ELB improved by 0.0226625
iteration 163
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.211
ELB improved by 0.0219308
iteration 164
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.189
ELB improved by 0.0212937
iteration 165
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.169
ELB improved by 0.020774
iteration 166
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.148
ELB improved by 0.020394
iteration 167
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.128
ELB improved by 0.0201741
iteration 168
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.108
ELB improved by 0.0201321
iteration 169
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.088
ELB improved by 0.0202829
iteration 170
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.067
ELB improved by 0.0206417
iteration 171
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.046
ELB improved by 0.0212293
iteration 172
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.024
ELB improved by 0.0220835
iteration 173
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392
ELB improved by 0.0232773
iteration 174
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.975
ELB improved by 0.0249483
iteration 175
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.948
ELB improved by 0.027346
iteration 176
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.917
ELB improved by 0.0309116
iteration 177
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.881
ELB improved by 0.0364117
iteration 178
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.836
ELB improved by 0.0451299
iteration 179
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.777
ELB improved by 0.0589702
iteration 180
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.697
ELB improved by 0.0797205
iteration 181
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.591
ELB improved by 0.105586
iteration 182
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.466
ELB improved by 0.125273
iteration 183
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.344
ELB improved by 0.121972
iteration 184
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.25
ELB improved by 0.0945232
iteration 185
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.188
ELB improved by 0.0611677
iteration 186
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.152
ELB improved by 0.0366398
iteration 187
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.129
ELB improved by 0.0227009
iteration 188
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.113
ELB improved by 0.0155419
iteration 189
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.102
ELB improved by 0.0117731
iteration 190
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.092
ELB improved by 0.00955054
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-847.075
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-585.495
ELB improved by 261.579
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-527.067
ELB improved by 58.428
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-483.068
ELB improved by 43.9999
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-460.691
ELB improved by 22.3766
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-451.221
ELB improved by 9.46994
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-445.3
ELB improved by 5.92116
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.871
ELB improved by 5.42856
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.348
ELB improved by 5.52304
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.725
ELB improved by 5.62342
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.296
ELB improved by 5.42895
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.464
ELB improved by 4.83173
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.491
ELB improved by 3.97273
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.396
ELB improved by 3.09547
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.054
ELB improved by 2.34197
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.325
ELB improved by 1.72911
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.072
ELB improved by 1.25276
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.164
ELB improved by 0.908459
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.49
ELB improved by 0.673292
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.974
ELB improved by 0.516016
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.565
ELB improved by 0.409551
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.23
ELB improved by 0.335053
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.949
ELB improved by 0.280851
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.709
ELB improved by 0.240038
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.5
ELB improved by 0.208484
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.317
ELB improved by 0.183615
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.153
ELB improved by 0.16374
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.005
ELB improved by 0.147686
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.871
ELB improved by 0.134604
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.747
ELB improved by 0.123855
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.632
ELB improved by 0.114941
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.524
ELB improved by 0.107469
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.423
ELB improved by 0.101135
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.328
ELB improved by 0.0957158
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.237
ELB improved by 0.0910623
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.149
ELB improved by 0.08709
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.066
ELB improved by 0.0837605
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.985
ELB improved by 0.0810613
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.906
ELB improved by 0.0789903
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.828
ELB improved by 0.0775485
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.751
ELB improved by 0.0767409
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.675
ELB improved by 0.0765807
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.598
ELB improved by 0.077095
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.519
ELB improved by 0.0783292
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.439
ELB improved by 0.0803513
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.356
ELB improved by 0.0832555
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.269
ELB improved by 0.0871665
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.176
ELB improved by 0.0922432
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.078
ELB improved by 0.0986843
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.971
ELB improved by 0.106732
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.854
ELB improved by 0.116674
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.725
ELB improved by 0.128839
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.582
ELB improved by 0.143581
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.421
ELB improved by 0.161242
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.238
ELB improved by 0.182078
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.032
ELB improved by 0.206143
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.799
ELB improved by 0.233105
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.537
ELB improved by 0.262027
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.246
ELB improved by 0.291145
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.928
ELB improved by 0.317788
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.59
ELB improved by 0.338598
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.239
ELB improved by 0.350198
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.889
ELB improved by 0.3503
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.55
ELB improved by 0.338871
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.232
ELB improved by 0.318573
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.938
ELB improved by 0.293498
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.672
ELB improved by 0.266053
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.438
ELB improved by 0.234391
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.242
ELB improved by 0.195325
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.091
ELB improved by 0.151277
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.981
ELB improved by 0.110128
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.903
ELB improved by 0.0777862
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.848
ELB improved by 0.0550163
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.809
ELB improved by 0.0397582
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.779
ELB improved by 0.0296129
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.756
ELB improved by 0.0227678
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.738
ELB improved by 0.0180386
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.723
ELB improved by 0.0146863
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.711
ELB improved by 0.0122495
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.701
ELB improved by 0.0104345
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.692
ELB improved by 0.00904982
ELB converged
[ FAIL 0 | WARN 0 | SKIP 0 | PASS 24 ]
>
> proc.time()
user system elapsed
2.348 0.210 2.546
graper.Rcheck/graper-Ex.timings
| name | user | system | elapsed | |
| coef.graper | 0.050 | 0.012 | 0.063 | |
| getPIPs | 0.050 | 0.002 | 0.051 | |
| graper | 0.081 | 0.003 | 0.084 | |
| makeExampleData | 0.009 | 0.001 | 0.011 | |
| makeExampleDataWithUnequalGroups | 0.009 | 0.002 | 0.013 | |
| plotELBO | 0.330 | 0.011 | 0.343 | |
| plotGroupPenalties | 1.118 | 0.054 | 1.172 | |
| plotPosterior | 0.641 | 0.009 | 0.651 | |
| predict.graper | 2.051 | 0.017 | 2.071 | |
| print.graper | 0.051 | 0.001 | 0.052 | |