Multiple platform build/check report for BioC 3.20 - CHECK results for graper on kjohnson3

Hostname	OS	Arch (*)	R version	Installed pkgs
teran2	Linux (Ubuntu 24.04.1 LTS)	x86_64	4.4.1 (2024-06-14) -- "Race for Your Life"	4501
nebbiolo2	Linux (Ubuntu 24.04.1 LTS)	x86_64	4.4.1 (2024-06-14) -- "Race for Your Life"	4761
palomino8	Windows Server 2022 Datacenter	x64	4.4.1 (2024-06-14 ucrt) -- "Race for Your Life"	4504
lconway	macOS 12.7.1 Monterey	x86_64	4.4.1 (2024-06-14) -- "Race for Your Life"	4535
kjohnson3	macOS 13.6.5 Ventura	arm64	4.4.1 (2024-06-14) -- "Race for Your Life"	4483
kunpeng2	Linux (openEuler 22.03 LTS-SP1)	aarch64	4.4.1 (2024-06-14) -- "Race for Your Life"	4491
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*

CHECK results for graper on kjohnson3

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.

raw results

Summary

Package: graper

Version: 1.21.0

Command: /Library/Frameworks/R.framework/Resources/bin/R CMD check --install=check:graper.install-out.txt --library=/Library/Frameworks/R.framework/Resources/library --no-vignettes --timings graper_1.21.0.tar.gz

StartedAt: 2024-10-27 16:48:11 -0400 (Sun, 27 Oct 2024)

EndedAt: 2024-10-27 16:52:16 -0400 (Sun, 27 Oct 2024)

EllapsedTime: 245.2 seconds

RetCode: 0

Status: WARNINGS

CheckDir: graper.Rcheck

Warnings: 1

Command output

##############################################################################
##############################################################################
###
### Running command:
###
###   /Library/Frameworks/R.framework/Resources/bin/R CMD check --install=check:graper.install-out.txt --library=/Library/Frameworks/R.framework/Resources/library --no-vignettes --timings graper_1.21.0.tar.gz
###
##############################################################################
##############################################################################


* using log directory ‘/Users/biocbuild/bbs-3.20-bioc/meat/graper.Rcheck’
* using R version 4.4.1 (2024-06-14)
* using platform: aarch64-apple-darwin20
* R was compiled by
    Apple clang version 14.0.0 (clang-1400.0.29.202)
    GNU Fortran (GCC) 12.2.0
* running under: macOS Ventura 13.6.7
* using session charset: UTF-8
* using option ‘--no-vignettes’
* checking for file ‘graper/DESCRIPTION’ ... OK
* checking extension type ... Package
* this is package ‘graper’ version ‘1.21.0’
* package encoding: UTF-8
* checking package namespace information ... OK
* checking package dependencies ...Warning: unable to access index for repository https://CRAN.R-project.org/src/contrib:
  cannot open URL 'https://CRAN.R-project.org/src/contrib/PACKAGES'
 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 ... WARNING
Found the following significant warnings:
  /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/BH/include/boost/math/tools/config.hpp:23:6: warning: "The minimum language standard to use Boost.Math will be C++14 starting in July 2023 (Boost 1.82 release)" [-W#warnings]
  #    warning "The minimum language standard to use Boost.Math will be C++14 starting in July 2023 (Boost 1.82 release)"
See ‘/Users/biocbuild/bbs-3.20-bioc/meat/graper.Rcheck/00install.out’ for details.
* used C++ compiler: ‘Apple clang version 15.0.0 (clang-1500.1.0.2.5)’
* used SDK: ‘MacOSX11.3.sdk’
* checking C++ specification ... NOTE
  Specified C++11: please drop specification unless essential
* checking installed package size ... OK
* 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 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 running R code from vignettes ... SKIPPED
* checking re-building of vignette outputs ... SKIPPED
* checking PDF version of manual ... OK
* DONE

Status: 1 WARNING, 3 NOTEs
See
  ‘/Users/biocbuild/bbs-3.20-bioc/meat/graper.Rcheck/00check.log’
for details.

Installation output

graper.Rcheck/00install.out

##############################################################################
##############################################################################
###
### Running command:
###
###   /Library/Frameworks/R.framework/Resources/bin/R CMD INSTALL graper
###
##############################################################################
##############################################################################


* installing to library ‘/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library’
* installing *source* package ‘graper’ ...
** using staged installation
** libs
using C++ compiler: ‘Apple clang version 15.0.0 (clang-1500.1.0.2.5)’
using C++11
using SDK: ‘MacOSX11.3.sdk’
clang++ -arch arm64 -std=gnu++11 -I"/Library/Frameworks/R.framework/Resources/include" -DNDEBUG  -I'/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/Rcpp/include' -I'/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/RcppArmadillo/include' -I'/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/BH/include' -I/opt/R/arm64/include    -fPIC  -falign-functions=64 -Wall -g -O2   -c RcppExports.cpp -o RcppExports.o
clang++ -arch arm64 -std=gnu++11 -I"/Library/Frameworks/R.framework/Resources/include" -DNDEBUG  -I'/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/Rcpp/include' -I'/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/RcppArmadillo/include' -I'/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/BH/include' -I/opt/R/arm64/include    -fPIC  -falign-functions=64 -Wall -g -O2   -c fit_graper.cpp -o fit_graper.o
In file included from fit_graper.cpp:4:
In file included from ./graper_linear_dense_ff.h:2:
In file included from /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/BH/include/boost/math/special_functions/digamma.hpp:15:
In file included from /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/BH/include/boost/math/special_functions/math_fwd.hpp:29:
In file included from /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/BH/include/boost/math/special_functions/detail/round_fwd.hpp:11:
/Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/library/BH/include/boost/math/tools/config.hpp:23:6: warning: "The minimum language standard to use Boost.Math will be C++14 starting in July 2023 (Boost 1.82 release)" [-W#warnings]
#    warning "The minimum language standard to use Boost.Math will be C++14 starting in July 2023 (Boost 1.82 release)"
     ^
1 warning generated.
clang++ -arch arm64 -std=gnu++11 -dynamiclib -Wl,-headerpad_max_install_names -undefined dynamic_lookup -L/Library/Frameworks/R.framework/Resources/lib -L/opt/R/arm64/lib -o graper.so RcppExports.o fit_graper.o -L/Library/Frameworks/R.framework/Resources/lib -lRlapack -L/Library/Frameworks/R.framework/Resources/lib -lRblas -L/opt/gfortran/lib/gcc/aarch64-apple-darwin20.0/12.2.0 -L/opt/gfortran/lib -lgfortran -lemutls_w -lquadmath -F/Library/Frameworks/R.framework/.. -framework R -Wl,-framework -Wl,CoreFoundation
installing to /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/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)

Tests output

graper.Rcheck/tests/testthat.Rout


R version 4.4.1 (2024-06-14) -- "Race for Your Life"
Copyright (C) 2024 The R Foundation for Statistical Computing
Platform: aarch64-apple-darwin20

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=-866.887
ELB improved by inf

iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-584.723
ELB improved by 282.165

iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-524.347
ELB improved by 60.3755

iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-479.682
ELB improved by 44.665

iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-456.428
ELB improved by 23.2548

iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-446.127
ELB improved by 10.3009

iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.914
ELB improved by 6.21268

iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.465
ELB improved by 5.44851

iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.858
ELB improved by 5.60755

iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.965
ELB improved by 5.89329

iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.207
ELB improved by 5.75745

iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.323
ELB improved by 4.8843

iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.762
ELB improved by 3.5604

iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.362
ELB improved by 2.40006

iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.678
ELB improved by 1.68453

iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.373
ELB improved by 1.30526

iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.293
ELB improved by 1.07922

iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.387
ELB improved by 0.906516

iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.639
ELB improved by 0.747719

iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.028
ELB improved by 0.610719

iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.52
ELB improved by 0.508737

iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.082
ELB improved by 0.437721

iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.694
ELB improved by 0.387739

iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.343
ELB improved by 0.351208

iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.02
ELB improved by 0.322871

iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.724
ELB improved by 0.296246

iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.459
ELB improved by 0.264754

iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.233
ELB improved by 0.226569

iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.047
ELB improved by 0.185436

iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.899
ELB improved by 0.147861

iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.781
ELB improved by 0.118738

iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.682
ELB improved by 0.0987518

iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.596
ELB improved by 0.0858278

iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.518
ELB improved by 0.0775273

iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.446
ELB improved by 0.0720869

iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.378
ELB improved by 0.0684488

iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.312
ELB improved by 0.0660207

iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.247
ELB improved by 0.0644714

iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.184
ELB improved by 0.0636076

iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.12
ELB improved by 0.0633071

iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.057
ELB improved by 0.0634852

iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.993
ELB improved by 0.0640767

iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.928
ELB improved by 0.0650268

iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.862
ELB improved by 0.0662867

iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.794
ELB improved by 0.0678105

iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.724
ELB improved by 0.0695547

iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.653
ELB improved by 0.0714778

iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.579
ELB improved by 0.0735407

iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.503
ELB improved by 0.0757076

iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.426
ELB improved by 0.0779477

iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.345
ELB improved by 0.0802365

iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.263
ELB improved by 0.082558

iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.178
ELB improved by 0.0849057

iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.091
ELB improved by 0.0872842

iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.001
ELB improved by 0.0897091

iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.909
ELB improved by 0.0922067

iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.814
ELB improved by 0.0948121

iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.716
ELB improved by 0.0975677

iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.616
ELB improved by 0.10052

iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.512
ELB improved by 0.103718

iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.405
ELB improved by 0.107207

iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.294
ELB improved by 0.111031

iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.179
ELB improved by 0.115222

iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.059
ELB improved by 0.119806

iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.934
ELB improved by 0.124787

iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.804
ELB improved by 0.130149

iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.668
ELB improved by 0.135847

iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.526
ELB improved by 0.141795

iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.378
ELB improved by 0.147858

iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.224
ELB improved by 0.153845

iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.065
ELB improved by 0.159501

iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.9
ELB improved by 0.164513

iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.732
ELB improved by 0.168518

iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.561
ELB improved by 0.171134

iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.389
ELB improved by 0.172002

iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.218
ELB improved by 0.170838

iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.05
ELB improved by 0.167486

iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.889
ELB improved by 0.161967

iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.734
ELB improved by 0.154491

iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.589
ELB improved by 0.14545

iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.453
ELB improved by 0.135367

iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.328
ELB improved by 0.124842

iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.214
ELB improved by 0.114503

iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.109
ELB improved by 0.104971

iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.012
ELB improved by 0.0968824

iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.921
ELB improved by 0.090945

iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.833
ELB improved by 0.0880225

iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.744
ELB improved by 0.0891607

iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.649
ELB improved by 0.0952902

iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.543
ELB improved by 0.1061

iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.424
ELB improved by 0.118018

iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.301
ELB improved by 0.123924

iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.182
ELB improved by 0.118775

iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.076
ELB improved by 0.105911

iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.983
ELB improved by 0.0931513

iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.897
ELB improved by 0.0853572

iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.813
ELB improved by 0.0839749

iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.723
ELB improved by 0.0899531

iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.619
ELB improved by 0.104579

iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.493
ELB improved by 0.126115

iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.349
ELB improved by 0.143277

iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.21
ELB improved by 0.139056

iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.098
ELB improved by 0.112008

iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.019
ELB improved by 0.0791544

iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.965
ELB improved by 0.053936

iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.927
ELB improved by 0.03817

iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.898
ELB improved by 0.0288589

iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.875
ELB improved by 0.0232395

iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.855
ELB improved by 0.0197053

iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.838
ELB improved by 0.0174292

iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.822
ELB improved by 0.0159812

iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.807
ELB improved by 0.0151195

iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.792
ELB improved by 0.0146872

iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.778
ELB improved by 0.0145613

iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.763
ELB improved by 0.0146249

iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.748
ELB improved by 0.0147564

iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.733
ELB improved by 0.0148322

iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.719
ELB improved by 0.0147411

iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.704
ELB improved by 0.0144032

iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.69
ELB improved by 0.0137841

iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.678
ELB improved by 0.0128985

iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.666
ELB improved by 0.0118011

iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.655
ELB improved by 0.0105709

iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.646
ELB improved by 0.00929457

ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-879.901
ELB improved by inf

iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-573.494
ELB improved by 306.407

iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-512.326
ELB improved by 61.1686

iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-474.6
ELB improved by 37.7261

iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-458.63
ELB improved by 15.9702

iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-452.353
ELB improved by 6.27692

iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-448.701
ELB improved by 3.65141

iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-445.819
ELB improved by 2.88255

iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-443.205
ELB improved by 2.61345

iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-440.699
ELB improved by 2.50617

iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-438.249
ELB improved by 2.44961

iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.862
ELB improved by 2.38726

iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.587
ELB improved by 2.27494

iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.506
ELB improved by 2.08097

iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.705
ELB improved by 1.80124

iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.238
ELB improved by 1.46744

iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.104
ELB improved by 1.13402

iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.256
ELB improved by 0.847806

iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.627
ELB improved by 0.628434

iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.154
ELB improved by 0.473213

iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.785
ELB improved by 0.369169

iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.484
ELB improved by 0.301361

iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.226
ELB improved by 0.257333

iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.998
ELB improved by 0.228202

iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.79
ELB improved by 0.20771

iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.599
ELB improved by 0.190939

iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.426
ELB improved by 0.173818

iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.272
ELB improved by 0.153811

iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.141
ELB improved by 0.130988

iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.033
ELB improved by 0.107807

iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.946
ELB improved by 0.08718

iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.875
ELB improved by 0.0706908

iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.817
ELB improved by 0.0583704

iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.767
ELB improved by 0.04943

iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.724
ELB improved by 0.0429381

iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.686
ELB improved by 0.0381258

iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.652
ELB improved by 0.0344441

iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.62
ELB improved by 0.0315264

iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.591
ELB improved by 0.0291352

iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.564
ELB improved by 0.0271177

iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.539
ELB improved by 0.0253752

iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.515
ELB improved by 0.0238426

iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.492
ELB improved by 0.0224764

iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.471
ELB improved by 0.0212462

iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.451
ELB improved by 0.0201305

iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.432
ELB improved by 0.0191131

iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.414
ELB improved by 0.0181817

iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.396
ELB improved by 0.0173266

iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.38
ELB improved by 0.0165398

iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.364
ELB improved by 0.0158147

iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.349
ELB improved by 0.015146

iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.334
ELB improved by 0.0145289

iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.32
ELB improved by 0.0139595

iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.307
ELB improved by 0.0134345

iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.294
ELB improved by 0.0129511

iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.281
ELB improved by 0.012507

iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.269
ELB improved by 0.0121004

iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.258
ELB improved by 0.01173

iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.246
ELB improved by 0.0113948

iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.235
ELB improved by 0.0110945

iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.224
ELB improved by 0.0108291

iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.214
ELB improved by 0.0105994

iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.203
ELB improved by 0.0104068

iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.193
ELB improved by 0.0102532

iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.183
ELB improved by 0.0101416

iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.173
ELB improved by 0.0100759

iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.163
ELB improved by 0.0100612

iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.153
ELB improved by 0.010104

iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.142
ELB improved by 0.0102121

iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.132
ELB improved by 0.0103953

iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.121
ELB improved by 0.0106648

iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.11
ELB improved by 0.0110336

iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.099
ELB improved by 0.0115156

iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.087
ELB improved by 0.0121244

iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.074
ELB improved by 0.0128717

iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.06
ELB improved by 0.0137631

iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.045
ELB improved by 0.0147941

iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.029
ELB improved by 0.0159441

iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.012
ELB improved by 0.0171711

iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.994
ELB improved by 0.01841

iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.974
ELB improved by 0.0195776

iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.954
ELB improved by 0.0205871

iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.932
ELB improved by 0.0213707

iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.91
ELB improved by 0.0219018

iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.888
ELB improved by 0.0222058

iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.866
ELB improved by 0.0223521

iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.843
ELB improved by 0.0224313

iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.821
ELB improved by 0.0225295

iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.798
ELB improved by 0.0227121

iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.775
ELB improved by 0.0230202

iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.752
ELB improved by 0.023477

iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.727
ELB improved by 0.0240965

iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.703
ELB improved by 0.024892

iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.677
ELB improved by 0.0258802

iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.65
ELB improved by 0.0270815

iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.621
ELB improved by 0.0285183

iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.591
ELB improved by 0.0302078

iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.559
ELB improved by 0.0321519

iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.524
ELB improved by 0.0343233

iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.488
ELB improved by 0.0366496

iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.449
ELB improved by 0.0390027

iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.408
ELB improved by 0.0412007

iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.365
ELB improved by 0.0430294

iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.32
ELB improved by 0.0442803

iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.275
ELB improved by 0.0447926

iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.231
ELB improved by 0.0444839

iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.188
ELB improved by 0.043362

iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.146
ELB improved by 0.0415201

iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.107
ELB improved by 0.0391195

iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.071
ELB improved by 0.0363627

iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.037
ELB improved by 0.0334596

iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.007
ELB improved by 0.0305962

iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.979
ELB improved by 0.0279133

iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.953
ELB improved by 0.0254994

iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.93
ELB improved by 0.0233963

iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.908
ELB improved by 0.0216097

iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.888
ELB improved by 0.0201222

iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.869
ELB improved by 0.0189038

iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.851
ELB improved by 0.0179196

iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.834
ELB improved by 0.0171351

iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.818
ELB improved by 0.0165187

iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.802
ELB improved by 0.0160437

iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.786
ELB improved by 0.0156882

iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.77
ELB improved by 0.0154355

iteration 125
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.755
ELB improved by 0.0152737

iteration 126
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.74
ELB improved by 0.0151954

iteration 127
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.725
ELB improved by 0.0151975

iteration 128
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.709
ELB improved by 0.0152812

iteration 129
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.694
ELB improved by 0.0154528

iteration 130
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.678
ELB improved by 0.0157236

iteration 131
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.662
ELB improved by 0.0161121

iteration 132
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.646
ELB improved by 0.016646

iteration 133
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.628
ELB improved by 0.0173657

iteration 134
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.61
ELB improved by 0.0183302

iteration 135
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.59
ELB improved by 0.0196251

iteration 136
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.569
ELB improved by 0.0213752

iteration 137
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.545
ELB improved by 0.0237611

iteration 138
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.518
ELB improved by 0.0270389

iteration 139
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.486
ELB improved by 0.0315531

iteration 140
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.449
ELB improved by 0.0377176

iteration 141
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.403
ELB improved by 0.0459075

iteration 142
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.347
ELB improved by 0.0562012

iteration 143
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.279
ELB improved by 0.0680335

iteration 144
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.198
ELB improved by 0.0801686

iteration 145
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.107
ELB improved by 0.0915684

iteration 146
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.004
ELB improved by 0.102836

iteration 147
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.887
ELB improved by 0.1168

iteration 148
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.75
ELB improved by 0.137644

iteration 149
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.58
ELB improved by 0.169141

iteration 150
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.368
ELB improved by 0.211953

iteration 151
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.107
ELB improved by 0.261241

iteration 152
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.798
ELB improved by 0.308958

iteration 153
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.451
ELB improved by 0.34689

iteration 154
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.087
ELB improved by 0.364357

iteration 155
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.734
ELB improved by 0.353315

iteration 156
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.419
ELB improved by 0.314506

iteration 157
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.162
ELB improved by 0.257689

iteration 158
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.962
ELB improved by 0.199618

iteration 159
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.81
ELB improved by 0.151578

iteration 160
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.695
ELB improved by 0.115116

iteration 161
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.607
ELB improved by 0.0878747

iteration 162
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.54
ELB improved by 0.0674508

iteration 163
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.488
ELB improved by 0.0521169

iteration 164
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.447
ELB improved by 0.0406531

iteration 165
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.415
ELB improved by 0.0321567

iteration 166
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.389
ELB improved by 0.0259395

iteration 167
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.368
ELB improved by 0.0214773

iteration 168
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.349
ELB improved by 0.0183798

iteration 169
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.333
ELB improved by 0.0163643

iteration 170
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.318
ELB improved by 0.0152313

iteration 171
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.303
ELB improved by 0.0148372

iteration 172
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.288
ELB improved by 0.0150665

iteration 173
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.272
ELB improved by 0.0158032

iteration 174
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.255
ELB improved by 0.0169093

iteration 175
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.237
ELB improved by 0.0182173

iteration 176
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.217
ELB improved by 0.0195446

iteration 177
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.196
ELB improved by 0.0207213

iteration 178
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.175
ELB improved by 0.0216157

iteration 179
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.153
ELB improved by 0.0221443

iteration 180
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.13
ELB improved by 0.0222756

iteration 181
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.108
ELB improved by 0.0220509

iteration 182
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.087
ELB improved by 0.0216268

iteration 183
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.065
ELB improved by 0.0213149

iteration 184
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.044
ELB improved by 0.0215661

iteration 185
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.021
ELB improved by 0.0228465

iteration 186
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.996
ELB improved by 0.0253678

iteration 187
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.967
ELB improved by 0.028682

iteration 188
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.936
ELB improved by 0.0313851

iteration 189
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.904
ELB improved by 0.0315623

iteration 190
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.876
ELB improved by 0.0282457

iteration 191
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.853
ELB improved by 0.0224758

iteration 192
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.837
ELB improved by 0.0163779

iteration 193
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.825
ELB improved by 0.0114552

iteration 194
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.817
ELB improved by 0.00807904

ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-927.59
ELB improved by inf

iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-603.139
ELB improved by 324.451

iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-541.272
ELB improved by 61.8675

iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-499.662
ELB improved by 41.6097

iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-479.892
ELB improved by 19.7703

iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-470.753
ELB improved by 9.13853

iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-465.308
ELB improved by 5.44544

iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-461.179
ELB improved by 4.12892

iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-457.509
ELB improved by 3.66925

iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-453.947
ELB improved by 3.56286

iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-450.333
ELB improved by 3.61311

iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-446.628
ELB improved by 3.70536

iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.931
ELB improved by 3.69751

iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.503
ELB improved by 3.42791

iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.65
ELB improved by 2.85256

iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.518
ELB improved by 2.13174

iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.033
ELB improved by 1.48568

iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.014
ELB improved by 1.01892

iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.295
ELB improved by 0.719155

iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.76
ELB improved by 0.534937

iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.339
ELB improved by 0.421072

iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.991
ELB improved by 0.348075

iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.692
ELB improved by 0.298736

iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.428
ELB improved by 0.263343

iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.192
ELB improved by 0.236422

iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.977
ELB improved by 0.214942

iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.78
ELB improved by 0.197335

iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.597
ELB improved by 0.182821

iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.426
ELB improved by 0.170907

iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.265
ELB improved by 0.161128

iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.112
ELB improved by 0.153006

iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.966
ELB improved by 0.146104

iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.826
ELB improved by 0.140067

iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.691
ELB improved by 0.134627

iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.562
ELB improved by 0.129589

iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.437
ELB improved by 0.124818

iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.316
ELB improved by 0.120225

iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.201
ELB improved by 0.115758

iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.089
ELB improved by 0.111394

iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.982
ELB improved by 0.107132

iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.879
ELB improved by 0.102991

iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.78
ELB improved by 0.0989989

iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.685
ELB improved by 0.0951957

iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.593
ELB improved by 0.0916248

iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.505
ELB improved by 0.0883344

iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.42
ELB improved by 0.0853762

iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.337
ELB improved by 0.0828084

iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.256
ELB improved by 0.0806986

iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.177
ELB improved by 0.0791306

iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.099
ELB improved by 0.078213

iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.021
ELB improved by 0.0780893

iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.942
ELB improved by 0.0789459

iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.861
ELB improved by 0.0810074

iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.776
ELB improved by 0.084492

iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.687
ELB improved by 0.0894804

iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.591
ELB improved by 0.0956586

iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.489
ELB improved by 0.10203

iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.382
ELB improved by 0.106993

iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.273
ELB improved by 0.109213

iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.164
ELB improved by 0.108702

iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.058
ELB improved by 0.106723

iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.953
ELB improved by 0.104594

iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.85
ELB improved by 0.102923

iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.748
ELB improved by 0.101746

iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.647
ELB improved by 0.100891

iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.547
ELB improved by 0.100175

iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.448
ELB improved by 0.0994637

iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.349
ELB improved by 0.0986745

iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.251
ELB improved by 0.0977726

iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.155
ELB improved by 0.0967606

iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.059
ELB improved by 0.0956684

iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.964
ELB improved by 0.0945418

iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.871
ELB improved by 0.0934291

iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.778
ELB improved by 0.0923674

iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.687
ELB improved by 0.0913688

iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.597
ELB improved by 0.0904084

iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.507
ELB improved by 0.0894178

iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.419
ELB improved by 0.0882917

iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.332
ELB improved by 0.0869189

iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.247
ELB improved by 0.0852338

iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.164
ELB improved by 0.0832678

iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.082
ELB improved by 0.0811614

iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.003
ELB improved by 0.0791137

iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.926
ELB improved by 0.0772887

iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.85
ELB improved by 0.0757353

iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.776
ELB improved by 0.0743751

iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.703
ELB improved by 0.0730705

iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.631
ELB improved by 0.071721

iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.561
ELB improved by 0.0703008

iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.492
ELB improved by 0.0687917

iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.425
ELB improved by 0.0670649

iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.36
ELB improved by 0.0648291

iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.298
ELB improved by 0.0617303

iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.241
ELB improved by 0.0575727

iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.188
ELB improved by 0.0524912

iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.141
ELB improved by 0.0469154

iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.1
ELB improved by 0.0413594

iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.064
ELB improved by 0.0362213

iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.032
ELB improved by 0.0317125

iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.004
ELB improved by 0.0278894

iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.98
ELB improved by 0.0247165

iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.957
ELB improved by 0.0221175

iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.937
ELB improved by 0.0200059

iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.919
ELB improved by 0.0182994

iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.902
ELB improved by 0.0169263

iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.886
ELB improved by 0.0158269

iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.871
ELB improved by 0.0149532

iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.857
ELB improved by 0.0142695

iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.843
ELB improved by 0.0137524

iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.83
ELB improved by 0.0133919

iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.817
ELB improved by 0.013195

iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.804
ELB improved by 0.0131905

iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.79
ELB improved by 0.0134391

iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.776
ELB improved by 0.0140507

iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.761
ELB improved by 0.0152182

iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.744
ELB improved by 0.0172795

iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.723
ELB improved by 0.0208343

iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.696
ELB improved by 0.0269399

iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.658
ELB improved by 0.0373453

iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.604
ELB improved by 0.054322

iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.526
ELB improved by 0.0785374

iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.422
ELB improved by 0.10353

iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.307
ELB improved by 0.115084

iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.198
ELB improved by 0.109102

iteration 125
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.096
ELB improved by 0.101486

iteration 126
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.984
ELB improved by 0.112718

iteration 127
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.813
ELB improved by 0.170544

iteration 128
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.48
ELB improved by 0.333506

iteration 129
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.874
ELB improved by 0.605504

iteration 130
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.192
ELB improved by 0.682326

iteration 131
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.718
ELB improved by 0.473994

iteration 132
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.443
ELB improved by 0.274718

iteration 133
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.279
ELB improved by 0.163768

iteration 134
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.17
ELB improved by 0.109763

iteration 135
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.084
ELB improved by 0.0859884

iteration 136
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.007
ELB improved by 0.076352

iteration 137
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.937
ELB improved by 0.0706902

iteration 138
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.874
ELB improved by 0.0627826

iteration 139
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.823
ELB improved by 0.0509379

iteration 140
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.785
ELB improved by 0.0375245

iteration 141
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.76
ELB improved by 0.0257562

iteration 142
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.742
ELB improved by 0.0171395

iteration 143
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.731
ELB improved by 0.0115092

iteration 144
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.723
ELB improved by 0.00805385

ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-888.51
ELB improved by inf

iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-569.087
ELB improved by 319.423

iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-509.039
ELB improved by 60.0482

iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-473.419
ELB improved by 35.6198

iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-456.199
ELB improved by 17.2203

iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-448.19
ELB improved by 8.00907

iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.825
ELB improved by 5.36454

iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.806
ELB improved by 5.01921

iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.546
ELB improved by 5.25985

iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.119
ELB improved by 5.42718

iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.108
ELB improved by 5.01152

iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.175
ELB improved by 3.93247

iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.451
ELB improved by 2.72372

iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.555
ELB improved by 1.8962

iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.087
ELB improved by 1.46854

iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.886
ELB improved by 1.20117

iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.919
ELB improved by 0.966359

iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.162
ELB improved by 0.757621

iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.582
ELB improved by 0.579558

iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.126
ELB improved by 0.456503

iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.738
ELB improved by 0.38745

iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.384
ELB improved by 0.3538

iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.044
ELB improved by 0.340441

iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.706
ELB improved by 0.338289

iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.363
ELB improved by 0.342033

iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.015
ELB improved by 0.348411

iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.66
ELB improved by 0.355264

iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.299
ELB improved by 0.3611

iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.934
ELB improved by 0.364922

iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.568
ELB improved by 0.366172

iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.203
ELB improved by 0.36468

iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.842
ELB improved by 0.360555

iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.488
ELB improved by 0.35404

iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.143
ELB improved by 0.345339

iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.808
ELB improved by 0.334515

iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.487
ELB improved by 0.321481

iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.181
ELB improved by 0.306117

iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.892
ELB improved by 0.288441

iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.624
ELB improved by 0.268734

iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.376
ELB improved by 0.247553

iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.151
ELB improved by 0.225632

iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.947
ELB improved by 0.203737

iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.764
ELB improved by 0.182542

iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.602
ELB improved by 0.162557

iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.458
ELB improved by 0.14411

iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.33
ELB improved by 0.127365

iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.218
ELB improved by 0.112358

iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.119
ELB improved by 0.0990333

iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.032
ELB improved by 0.0872781

iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.955
ELB improved by 0.0769522

iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.887
ELB improved by 0.0679059

iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.827
ELB improved by 0.0599924

iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.774
ELB improved by 0.053075

iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.727
ELB improved by 0.0470302

iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.685
ELB improved by 0.041748

iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.648
ELB improved by 0.0371316

iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.615
ELB improved by 0.0330962

iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.585
ELB improved by 0.0295674

iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.559
ELB improved by 0.0264804

iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.535
ELB improved by 0.0237781

iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.513
ELB improved by 0.0214109

iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.494
ELB improved by 0.0193353

iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.477
ELB improved by 0.0175133

iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.461
ELB improved by 0.0159118

iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.446
ELB improved by 0.0145022

iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.433
ELB improved by 0.0132593

iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.421
ELB improved by 0.0121616

iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.41
ELB improved by 0.0111902

iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.399
ELB improved by 0.0103289

iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.39
ELB improved by 0.00956365

ELB converged
[ FAIL 0 | WARN 0 | SKIP 0 | PASS 24 ]
> 
> proc.time()
   user  system elapsed 
  0.809   0.059   0.866

Example timings

graper.Rcheck/graper-Ex.timings

name	user	system	elapsed
coef.graper	0.029	0.005	0.033
getPIPs	0.027	0.003	0.030
graper	0.043	0.005	0.048
makeExampleData	0.004	0.000	0.004
makeExampleDataWithUnequalGroups	0.012	0.001	0.012
plotELBO	0.078	0.006	0.083
plotGroupPenalties	0.217	0.006	0.224
plotPosterior	0.173	0.005	0.177
predict.graper	0.998	0.015	1.013
print.graper	0.024	0.002	0.027