Britta Velten
| Snapshot Date: 2021-10-14 04:50:12 -0400 (Thu, 14 Oct 2021) |
| git_url: https://git.bioconductor.org/packages/graper |
| git_branch: RELEASE_3_13 |
| git_last_commit: f94ff44 |
| git_last_commit_date: 2021-05-19 12:40:09 -0400 (Wed, 19 May 2021) |
| Back to Multiple platform build/check report for BioC 3.13 |
|
This page was generated on 2021-10-15 15:06:07 -0400 (Fri, 15 Oct 2021).
|
To the developers/maintainers of the graper package: - Please 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 How and When does the builder pull? When will my changes propagate? here for more information. - Make sure to use the following settings in order to reproduce any error or warning you see on this page. |
| Package 804/2041 | Hostname | OS / Arch | INSTALL | BUILD | CHECK | BUILD BIN | ||||||||
| graper 1.8.0 (landing page) Britta Velten
| nebbiolo1 | Linux (Ubuntu 20.04.2 LTS) / x86_64 | OK | OK | OK | | ||||||||
| tokay2 | Windows Server 2012 R2 Standard / x64 | OK | OK | OK | OK | | ||||||||
| machv2 | macOS 10.14.6 Mojave / x86_64 | OK | OK | OK | OK | | ||||||||
| Package: graper |
| Version: 1.8.0 |
| Command: C:\Users\biocbuild\bbs-3.13-bioc\R\bin\R.exe CMD check --force-multiarch --install=check:graper.install-out.txt --library=C:\Users\biocbuild\bbs-3.13-bioc\R\library --no-vignettes --timings graper_1.8.0.tar.gz |
| StartedAt: 2021-10-15 00:03:44 -0400 (Fri, 15 Oct 2021) |
| EndedAt: 2021-10-15 00:05:36 -0400 (Fri, 15 Oct 2021) |
| EllapsedTime: 112.2 seconds |
| RetCode: 0 |
| Status: OK |
| CheckDir: graper.Rcheck |
| Warnings: 0 |
############################################################################## ############################################################################## ### ### Running command: ### ### C:\Users\biocbuild\bbs-3.13-bioc\R\bin\R.exe CMD check --force-multiarch --install=check:graper.install-out.txt --library=C:\Users\biocbuild\bbs-3.13-bioc\R\library --no-vignettes --timings graper_1.8.0.tar.gz ### ############################################################################## ############################################################################## * using log directory 'C:/Users/biocbuild/bbs-3.13-bioc/meat/graper.Rcheck' * using R version 4.1.1 (2021-08-10) * using platform: x86_64-w64-mingw32 (64-bit) * using session charset: ISO8859-1 * using option '--no-vignettes' * checking for file 'graper/DESCRIPTION' ... OK * checking extension type ... Package * this is package 'graper' version '1.8.0' * 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 whether package 'graper' can be installed ... OK * 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 R files for non-ASCII characters ... OK * checking R files for syntax errors ... OK * loading checks for arch 'i386' ** 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 * loading checks for arch 'x64' ** 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 ... OK * 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 for i386 is not available Note: information on .o files for x64 is not available File 'C:/Users/biocbuild/bbs-3.13-bioc/R/library/graper/libs/i386/graper.dll': Found 'abort', possibly from 'abort' (C), 'runtime' (Fortran) Found 'exit', possibly from 'exit' (C), 'stop' (Fortran) Found 'printf', possibly from 'printf' (C) File 'C:/Users/biocbuild/bbs-3.13-bioc/R/library/graper/libs/x64/graper.dll': Found 'abort', possibly from 'abort' (C), 'runtime' (Fortran) Found 'exit', possibly from 'exit' (C), 'stop' (Fortran) Found 'printf', possibly from 'printf' (C) Compiled code should not call entry points which might terminate R nor write to stdout/stderr instead of to the console, nor use Fortran I/O nor system RNGs. The detected symbols are linked into the code but might come from libraries and not actually be called. See 'Writing portable packages' in the 'Writing R Extensions' manual. * checking files in 'vignettes' ... OK * checking examples ... ** running examples for arch 'i386' ... OK ** running examples for arch 'x64' ... OK * checking for unstated dependencies in 'tests' ... OK * checking tests ... ** running tests for arch 'i386' ... Running 'testthat.R' OK ** running tests for arch 'x64' ... Running 'testthat.R' OK * checking for unstated dependencies in vignettes ... OK * checking package vignettes in 'inst/doc' ... OK * checking running R code from vignettes ... SKIPPED * checking re-building of vignette outputs ... SKIPPED * checking PDF version of manual ... OK * DONE Status: 1 NOTE See 'C:/Users/biocbuild/bbs-3.13-bioc/meat/graper.Rcheck/00check.log' for details.
graper.Rcheck/00install.out
##############################################################################
##############################################################################
###
### Running command:
###
### C:\cygwin\bin\curl.exe -O http://155.52.207.165/BBS/3.13/bioc/src/contrib/graper_1.8.0.tar.gz && rm -rf graper.buildbin-libdir && mkdir graper.buildbin-libdir && C:\Users\biocbuild\bbs-3.13-bioc\R\bin\R.exe CMD INSTALL --merge-multiarch --build --library=graper.buildbin-libdir graper_1.8.0.tar.gz && C:\Users\biocbuild\bbs-3.13-bioc\R\bin\R.exe CMD INSTALL graper_1.8.0.zip && rm graper_1.8.0.tar.gz graper_1.8.0.zip
###
##############################################################################
##############################################################################
% Total % Received % Xferd Average Speed Time Time Time Current
Dload Upload Total Spent Left Speed
0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0
100 28974 100 28974 0 0 245k 0 --:--:-- --:--:-- --:--:-- 248k
install for i386
* installing *source* package 'graper' ...
** using staged installation
** libs
"C:/rtools40/mingw32/bin/"g++ -std=gnu++11 -I"C:/Users/BIOCBU~1/BBS-3~1.13-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include' -I"c:/extsoft/include" -O2 -Wall -mfpmath=sse -msse2 -mstackrealign -c RcppExports.cpp -o RcppExports.o
"C:/rtools40/mingw32/bin/"g++ -std=gnu++11 -I"C:/Users/BIOCBU~1/BBS-3~1.13-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include' -I"c:/extsoft/include" -O2 -Wall -mfpmath=sse -msse2 -mstackrealign -c fit_graper.cpp -o fit_graper.o
In file included from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/na_assert.hpp:23,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/arg.hpp:25,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/placeholders.hpp:24,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/apply.hpp:24,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/iter_apply.hpp:17,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/find_if_pred.hpp:14,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/find_if.hpp:17,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/find.hpp:17,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/contains_impl.hpp:20,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/contains.hpp:20,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/policies/policy.hpp:10,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/special_functions/math_fwd.hpp:29,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/special_functions/digamma.hpp:15,
from graper_linear_dense_ff.h:2,
from fit_graper.cpp:4:
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/assert.hpp:194:21: warning: unnecessary parentheses in declaration of 'assert_arg' [-Wparentheses]
failed ************ (Pred::************
^
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/assert.hpp:199:21: warning: unnecessary parentheses in declaration of 'assert_not_arg' [-Wparentheses]
failed ************ (boost::mpl::not_<Pred>::************
^
In file included from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/constants/constants.hpp:11,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/special_functions/digamma.hpp:20,
from graper_linear_dense_ff.h:2,
from fit_graper.cpp:4:
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/tools/cxx03_warn.hpp:99:88: note: #pragma message: CAUTION: One or more C++11 features were found to be unavailable
BOOST_PRAGMA_MESSAGE("CAUTION: One or more C++11 features were found to be unavailable")
^
In file included from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/constants/constants.hpp:11,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/special_functions/digamma.hpp:20,
from graper_linear_dense_ff.h:2,
from fit_graper.cpp:4:
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/tools/cxx03_warn.hpp:100:139: note: #pragma message: CAUTION: Compiling Boost.Math in pre-C++11 conformance modes is now deprecated and will be removed from March 2021.
BOOST_PRAGMA_MESSAGE("CAUTION: Compiling Boost.Math in pre-C++11 conformance modes is now deprecated and will be removed from March 2021.")
^
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/tools/cxx03_warn.hpp:101:106: note: #pragma message: CAUTION: Define BOOST_MATH_DISABLE_DEPRECATED_03_WARNING to suppress this message.
BOOST_PRAGMA_MESSAGE("CAUTION: Define BOOST_MATH_DISABLE_DEPRECATED_03_WARNING to suppress this message.")
^
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/tools/cxx03_warn.hpp:102:108: note: #pragma message: CAUTION: This message was generated due to the define: BOOST_NO_CXX11_THREAD_LOCAL
BOOST_PRAGMA_MESSAGE("CAUTION: This message was generated due to the define: " BOOST_MATH_CXX03_WARN_REASON)
^
C:/rtools40/mingw32/bin/g++ -shared -s -static-libgcc -o graper.dll tmp.def RcppExports.o fit_graper.o -LC:/Users/BIOCBU~1/BBS-3~1.13-/R/bin/i386 -lRlapack -LC:/Users/BIOCBU~1/BBS-3~1.13-/R/bin/i386 -lRblas -lgfortran -lm -lquadmath -Lc:/extsoft/lib/i386 -Lc:/extsoft/lib -LC:/Users/BIOCBU~1/BBS-3~1.13-/R/bin/i386 -lR
installing to C:/Users/biocbuild/bbs-3.13-bioc/meat/graper.buildbin-libdir/00LOCK-graper/00new/graper/libs/i386
** R
** byte-compile and prepare package for lazy loading
** help
*** installing help indices
converting help for package 'graper'
finding HTML links ... done
coef.graper html
getPIPs html
graper html
makeExampleData html
makeExampleDataWithUnequalGroups html
plotELBO html
plotGroupPenalties html
plotPosterior html
predict.graper html
print.graper html
** building package indices
** installing vignettes
** testing if installed package can be loaded from temporary location
** testing if installed package can be loaded from final location
** testing if installed package keeps a record of temporary installation path
install for x64
* installing *source* package 'graper' ...
** libs
"C:/rtools40/mingw64/bin/"g++ -std=gnu++11 -I"C:/Users/BIOCBU~1/BBS-3~1.13-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include' -I"C:/extsoft/include" -O2 -Wall -mfpmath=sse -msse2 -mstackrealign -c RcppExports.cpp -o RcppExports.o
"C:/rtools40/mingw64/bin/"g++ -std=gnu++11 -I"C:/Users/BIOCBU~1/BBS-3~1.13-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include' -I"C:/extsoft/include" -O2 -Wall -mfpmath=sse -msse2 -mstackrealign -c fit_graper.cpp -o fit_graper.o
In file included from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/na_assert.hpp:23,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/arg.hpp:25,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/placeholders.hpp:24,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/apply.hpp:24,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/iter_apply.hpp:17,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/find_if_pred.hpp:14,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/find_if.hpp:17,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/find.hpp:17,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/aux_/contains_impl.hpp:20,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/contains.hpp:20,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/policies/policy.hpp:10,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/special_functions/math_fwd.hpp:29,
from C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/math/special_functions/digamma.hpp:15,
from graper_linear_dense_ff.h:2,
from fit_graper.cpp:4:
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/assert.hpp:194:21: warning: unnecessary parentheses in declaration of 'assert_arg' [-Wparentheses]
failed ************ (Pred::************
^
C:/Users/biocbuild/bbs-3.13-bioc/R/library/BH/include/boost/mpl/assert.hpp:199:21: warning: unnecessary parentheses in declaration of 'assert_not_arg' [-Wparentheses]
failed ************ (boost::mpl::not_<Pred>::************
^
C:/rtools40/mingw64/bin/g++ -shared -s -static-libgcc -o graper.dll tmp.def RcppExports.o fit_graper.o -LC:/Users/BIOCBU~1/BBS-3~1.13-/R/bin/x64 -lRlapack -LC:/Users/BIOCBU~1/BBS-3~1.13-/R/bin/x64 -lRblas -lgfortran -lm -lquadmath -LC:/extsoft/lib/x64 -LC:/extsoft/lib -LC:/Users/BIOCBU~1/BBS-3~1.13-/R/bin/x64 -lR
installing to C:/Users/biocbuild/bbs-3.13-bioc/meat/graper.buildbin-libdir/graper/libs/x64
** testing if installed package can be loaded
* MD5 sums
packaged installation of 'graper' as graper_1.8.0.zip
* DONE (graper)
* installing to library 'C:/Users/biocbuild/bbs-3.13-bioc/R/library'
package 'graper' successfully unpacked and MD5 sums checked
|
graper.Rcheck/tests_i386/testthat.Rout
R version 4.1.1 (2021-08-10) -- "Kick Things"
Copyright (C) 2021 The R Foundation for Statistical Computing
Platform: i386-w64-mingw32/i386 (32-bit)
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=-890.179
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-592.651
ELB improved by 297.529
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-533.529
ELB improved by 59.1217
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-494.735
ELB improved by 38.7942
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-475.32
ELB improved by 19.4148
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-464.33
ELB improved by 10.9901
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-455.377
ELB improved by 8.95322
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-446.538
ELB improved by 8.83877
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.904
ELB improved by 8.63337
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.629
ELB improved by 7.27559
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.334
ELB improved by 5.29473
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.657
ELB improved by 3.67686
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.065
ELB improved by 2.59228
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.177
ELB improved by 1.88773
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.697
ELB improved by 1.48022
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.4
ELB improved by 1.29749
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.171
ELB improved by 1.22844
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.973
ELB improved by 1.19806
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.83
ELB improved by 1.14305
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.805
ELB improved by 1.0252
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.883
ELB improved by 0.921873
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.044
ELB improved by 0.838422
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.328
ELB improved by 0.71599
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.725
ELB improved by 0.603565
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.199
ELB improved by 0.525827
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.748
ELB improved by 0.450854
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.385
ELB improved by 0.362975
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.107
ELB improved by 0.278164
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.892
ELB improved by 0.214843
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.718
ELB improved by 0.1747
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.567
ELB improved by 0.150233
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.433
ELB improved by 0.134591
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.309
ELB improved by 0.12385
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.193
ELB improved by 0.116084
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.082
ELB improved by 0.110361
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.976
ELB improved by 0.106193
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.873
ELB improved by 0.103293
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.771
ELB improved by 0.101479
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.671
ELB improved by 0.100628
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.57
ELB improved by 0.100657
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.469
ELB improved by 0.101515
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.366
ELB improved by 0.103178
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.26
ELB improved by 0.105643
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.151
ELB improved by 0.108928
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.038
ELB improved by 0.113068
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.92
ELB improved by 0.118111
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.796
ELB improved by 0.124117
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.664
ELB improved by 0.131146
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.525
ELB improved by 0.13925
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.377
ELB improved by 0.148463
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.218
ELB improved by 0.158774
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.048
ELB improved by 0.170104
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.866
ELB improved by 0.182274
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.671
ELB improved by 0.194965
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.463
ELB improved by 0.207686
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.243
ELB improved by 0.219744
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.013
ELB improved by 0.230249
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.775
ELB improved by 0.238168
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.532
ELB improved by 0.242449
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.29
ELB improved by 0.242206
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.053
ELB improved by 0.23695
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.826
ELB improved by 0.22676
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.614
ELB improved by 0.212336
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.419
ELB improved by 0.194875
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.243
ELB improved by 0.175812
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.087
ELB improved by 0.156535
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.949
ELB improved by 0.138164
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.827
ELB improved by 0.121437
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.721
ELB improved by 0.10672
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.627
ELB improved by 0.0940693
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.543
ELB improved by 0.0833341
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.469
ELB improved by 0.0742491
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.402
ELB improved by 0.0665144
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.343
ELB improved by 0.0598531
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.289
ELB improved by 0.0540462
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.24
ELB improved by 0.0489447
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.195
ELB improved by 0.0444614
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.155
ELB improved by 0.0405525
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.117
ELB improved by 0.0371969
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.083
ELB improved by 0.0343807
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.051
ELB improved by 0.0320884
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.021
ELB improved by 0.0303002
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.992
ELB improved by 0.0289914
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.963
ELB improved by 0.0281326
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.936
ELB improved by 0.0276919
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.908
ELB improved by 0.0276408
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.88
ELB improved by 0.0279702
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.851
ELB improved by 0.0287232
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.821
ELB improved by 0.0300504
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.789
ELB improved by 0.032291
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.753
ELB improved by 0.0360758
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.711
ELB improved by 0.0424306
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.658
ELB improved by 0.0527609
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.589
ELB improved by 0.0683334
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.501
ELB improved by 0.0887468
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.39
ELB improved by 0.11061
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.259
ELB improved by 0.131094
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.103
ELB improved by 0.156308
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.898
ELB improved by 0.204525
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.597
ELB improved by 0.301244
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.145
ELB improved by 0.452368
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.575
ELB improved by 0.569113
iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.045
ELB improved by 0.530821
iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.601
ELB improved by 0.444006
iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.172
ELB improved by 0.428438
iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.783
ELB improved by 0.38883
iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.543
ELB improved by 0.240394
iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.417
ELB improved by 0.126239
iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.326
ELB improved by 0.0904209
iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.239
ELB improved by 0.0872328
iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.149
ELB improved by 0.0896424
iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.065
ELB improved by 0.0842118
iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.997
ELB improved by 0.0687237
iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.945
ELB improved by 0.0510675
iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.908
ELB improved by 0.0377348
iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.879
ELB improved by 0.0291436
iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.855
ELB improved by 0.0235594
iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.835
ELB improved by 0.0196431
iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.819
ELB improved by 0.0166826
iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.804
ELB improved by 0.0143265
iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.792
ELB improved by 0.0123941
iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.781
ELB improved by 0.0107819
iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.772
ELB improved by 0.00942362
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-824.103
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-558.953
ELB improved by 265.15
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-497.776
ELB improved by 61.177
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-456.344
ELB improved by 41.4323
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.397
ELB improved by 18.9472
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.006
ELB improved by 8.39111
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.187
ELB improved by 4.81895
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.662
ELB improved by 3.52458
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.596
ELB improved by 3.06671
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.674
ELB improved by 2.92122
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.757
ELB improved by 2.91744
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.759
ELB improved by 2.9978
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.64
ELB improved by 3.11959
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.435
ELB improved by 3.20497
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.297
ELB improved by 3.13775
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.485
ELB improved by 2.81144
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.266
ELB improved by 2.21929
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.719
ELB improved by 1.54733
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.704
ELB improved by 1.01513
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.027
ELB improved by 0.676204
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.547
ELB improved by 0.480532
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.177
ELB improved by 0.369622
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.873
ELB improved by 0.304091
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.613
ELB improved by 0.260438
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.386
ELB improved by 0.226735
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.186
ELB improved by 0.200237
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.004
ELB improved by 0.181701
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.834
ELB improved by 0.170347
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.67
ELB improved by 0.163993
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.509
ELB improved by 0.160781
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.349
ELB improved by 0.159702
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.189
ELB improved by 0.160419
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.026
ELB improved by 0.163112
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-387.857
ELB improved by 0.168512
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-387.679
ELB improved by 0.178111
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-387.485
ELB improved by 0.194461
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-387.263
ELB improved by 0.221182
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-387.003
ELB improved by 0.260812
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-386.696
ELB improved by 0.306894
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-386.359
ELB improved by 0.336349
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-386.029
ELB improved by 0.330163
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-385.729
ELB improved by 0.300209
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-385.462
ELB improved by 0.266523
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-385.226
ELB improved by 0.236871
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-385.013
ELB improved by 0.212342
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-384.821
ELB improved by 0.192669
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-384.643
ELB improved by 0.177353
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-384.477
ELB improved by 0.165819
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-384.32
ELB improved by 0.157516
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-384.168
ELB improved by 0.151953
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-384.019
ELB improved by 0.148705
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-383.872
ELB improved by 0.147383
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-383.724
ELB improved by 0.147618
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-383.575
ELB improved by 0.149041
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-383.424
ELB improved by 0.151264
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-383.27
ELB improved by 0.153868
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-383.114
ELB improved by 0.156403
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-382.955
ELB improved by 0.15839
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-382.796
ELB improved by 0.159351
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-382.637
ELB improved by 0.15885
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-382.481
ELB improved by 0.156543
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-382.328
ELB improved by 0.152227
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-382.182
ELB improved by 0.145878
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-382.045
ELB improved by 0.137656
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.917
ELB improved by 0.127893
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.8
ELB improved by 0.117038
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.694
ELB improved by 0.105596
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.6
ELB improved by 0.0940585
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.517
ELB improved by 0.0828435
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.445
ELB improved by 0.0722649
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.383
ELB improved by 0.0625257
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.329
ELB improved by 0.0537318
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.283
ELB improved by 0.0459144
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.244
ELB improved by 0.0390533
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.211
ELB improved by 0.0330958
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.183
ELB improved by 0.02797
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.159
ELB improved by 0.0235939
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.139
ELB improved by 0.0198822
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.123
ELB improved by 0.0167511
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.108
ELB improved by 0.0141209
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.097
ELB improved by 0.011919
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.086
ELB improved by 0.0100803
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.078
ELB improved by 0.0085475
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-875.845
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-586.324
ELB improved by 289.522
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-524.057
ELB improved by 62.267
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-479.272
ELB improved by 44.7846
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-457.877
ELB improved by 21.3955
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-448.233
ELB improved by 9.6435
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.968
ELB improved by 5.26495
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.39
ELB improved by 3.57762
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.476
ELB improved by 2.91425
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.832
ELB improved by 2.64459
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.315
ELB improved by 2.51663
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.899
ELB improved by 2.41563
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.619
ELB improved by 2.28071
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.538
ELB improved by 2.08017
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.723
ELB improved by 1.81567
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.202
ELB improved by 1.521
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.97
ELB improved by 1.23174
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.008
ELB improved by 0.962093
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.281
ELB improved by 0.726707
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.734
ELB improved by 0.547014
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.306
ELB improved by 0.428326
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.947
ELB improved by 0.359109
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.622
ELB improved by 0.32435
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.31
ELB improved by 0.312693
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.993
ELB improved by 0.317234
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.658
ELB improved by 0.334212
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.297
ELB improved by 0.361569
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.899
ELB improved by 0.39779
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.458
ELB improved by 0.441249
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.967
ELB improved by 0.49023
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.424
ELB improved by 0.543365
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.824
ELB improved by 0.599623
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.167
ELB improved by 0.657476
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.453
ELB improved by 0.713876
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.689
ELB improved by 0.763849
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.888
ELB improved by 0.801096
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.069
ELB improved by 0.819304
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.255
ELB improved by 0.813425
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.475
ELB improved by 0.780771
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.752
ELB improved by 0.72224
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.109
ELB improved by 0.643023
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.558
ELB improved by 0.551619
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.1
ELB improved by 0.457483
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.732
ELB improved by 0.368826
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.44
ELB improved by 0.291277
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.213
ELB improved by 0.227367
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.036
ELB improved by 0.17692
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.898
ELB improved by 0.138144
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.789
ELB improved by 0.108725
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.703
ELB improved by 0.0864977
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.633
ELB improved by 0.0696809
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.576
ELB improved by 0.0568975
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.529
ELB improved by 0.0471112
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.489
ELB improved by 0.0395525
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.456
ELB improved by 0.0336541
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.427
ELB improved by 0.0289988
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.401
ELB improved by 0.0252801
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.379
ELB improved by 0.0222728
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.359
ELB improved by 0.0198105
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.342
ELB improved by 0.0177703
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.325
ELB improved by 0.0160601
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.311
ELB improved by 0.0146112
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.298
ELB improved by 0.0133714
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.285
ELB improved by 0.0123007
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.274
ELB improved by 0.0113685
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.263
ELB improved by 0.0105508
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.253
ELB improved by 0.00982885
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-874.923
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-598.926
ELB improved by 275.997
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-538.662
ELB improved by 60.2648
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-497.045
ELB improved by 41.6165
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-476.685
ELB improved by 20.3598
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-468.599
ELB improved by 8.0867
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-464.345
ELB improved by 4.25315
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-460.911
ELB improved by 3.43469
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-457.77
ELB improved by 3.14057
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-454.807
ELB improved by 2.96303
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-452.009
ELB improved by 2.7984
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-449.397
ELB improved by 2.61136
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-447.007
ELB improved by 2.39028
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-444.88
ELB improved by 2.1267
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-443.068
ELB improved by 1.81276
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-441.602
ELB improved by 1.46516
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-440.467
ELB improved by 1.13513
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.601
ELB improved by 0.866386
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-438.934
ELB improved by 0.667353
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-438.409
ELB improved by 0.525027
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.985
ELB improved by 0.423838
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.633
ELB improved by 0.351852
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.333
ELB improved by 0.300242
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.07
ELB improved by 0.262236
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.838
ELB improved by 0.232798
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.629
ELB improved by 0.208588
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.441
ELB improved by 0.18784
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.271
ELB improved by 0.169933
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.116
ELB improved by 0.154757
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.974
ELB improved by 0.142181
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.842
ELB improved by 0.131866
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.719
ELB improved by 0.123298
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.603
ELB improved by 0.115883
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.494
ELB improved by 0.109045
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.392
ELB improved by 0.102323
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.296
ELB improved by 0.0954768
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.208
ELB improved by 0.0885242
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.126
ELB improved by 0.0816642
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.051
ELB improved by 0.0751384
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.982
ELB improved by 0.0691173
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.918
ELB improved by 0.0636649
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.86
ELB improved by 0.0587635
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.805
ELB improved by 0.054357
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.755
ELB improved by 0.0503836
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.708
ELB improved by 0.0467923
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.664
ELB improved by 0.0435465
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.624
ELB improved by 0.0406216
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.586
ELB improved by 0.0379999
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.55
ELB improved by 0.035667
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.517
ELB improved by 0.0336088
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.485
ELB improved by 0.0318108
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.454
ELB improved by 0.0302584
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.426
ELB improved by 0.0289376
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.398
ELB improved by 0.027836
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.371
ELB improved by 0.0269441
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.345
ELB improved by 0.0262554
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.319
ELB improved by 0.0257671
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.293
ELB improved by 0.0254797
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.268
ELB improved by 0.025396
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.242
ELB improved by 0.0255197
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.216
ELB improved by 0.0258523
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.19
ELB improved by 0.026389
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.163
ELB improved by 0.0271132
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.135
ELB improved by 0.0279917
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.106
ELB improved by 0.0289716
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.076
ELB improved by 0.0299828
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.045
ELB improved by 0.0309489
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.013
ELB improved by 0.0318033
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.981
ELB improved by 0.0325062
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.948
ELB improved by 0.0330545
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.914
ELB improved by 0.0334782
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.88
ELB improved by 0.0338271
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.846
ELB improved by 0.0341551
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.812
ELB improved by 0.0345081
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.777
ELB improved by 0.0349196
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.741
ELB improved by 0.0354111
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.705
ELB improved by 0.035996
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.669
ELB improved by 0.0366829
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.631
ELB improved by 0.0374797
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.593
ELB improved by 0.0383948
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.553
ELB improved by 0.0394391
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.513
ELB improved by 0.0406259
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.471
ELB improved by 0.0419716
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.427
ELB improved by 0.043495
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.382
ELB improved by 0.0452179
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.335
ELB improved by 0.0471639
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.286
ELB improved by 0.0493589
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.234
ELB improved by 0.05183
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.179
ELB improved by 0.0546055
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.121
ELB improved by 0.0577141
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.06
ELB improved by 0.0611842
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.995
ELB improved by 0.0650427
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.926
ELB improved by 0.069314
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.852
ELB improved by 0.0740179
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.773
ELB improved by 0.0791681
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.688
ELB improved by 0.0847694
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.597
ELB improved by 0.0908146
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.5
ELB improved by 0.0972813
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.396
ELB improved by 0.104128
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.284
ELB improved by 0.111288
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.166
ELB improved by 0.118668
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.04
ELB improved by 0.126141
iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.906
ELB improved by 0.13354
iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.765
ELB improved by 0.140659
iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.618
ELB improved by 0.147251
iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.465
ELB improved by 0.153029
iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.307
ELB improved by 0.157689
iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.147
ELB improved by 0.160923
iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.984
ELB improved by 0.162458
iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.822
ELB improved by 0.162087
iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.662
ELB improved by 0.159705
iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.507
ELB improved by 0.155329
iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.358
ELB improved by 0.1491
iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.217
ELB improved by 0.141271
iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.084
ELB improved by 0.132174
iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.962
ELB improved by 0.122186
iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.851
ELB improved by 0.11169
iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.75
ELB improved by 0.101046
iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.659
ELB improved by 0.090575
iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.578
ELB improved by 0.0805464
iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.507
ELB improved by 0.0711738
iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.445
ELB improved by 0.0626148
iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.39
ELB improved by 0.0549737
iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.341
ELB improved by 0.0483076
iteration 125
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.299
ELB improved by 0.0426351
iteration 126
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.261
ELB improved by 0.0379445
iteration 127
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.227
ELB improved by 0.034201
iteration 128
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.195
ELB improved by 0.0313472
iteration 129
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.166
ELB improved by 0.0292976
iteration 130
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.138
ELB improved by 0.0279271
iteration 131
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.111
ELB improved by 0.0270606
iteration 132
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.084
ELB improved by 0.0264765
iteration 133
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.058
ELB improved by 0.0259376
iteration 134
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.033
ELB improved by 0.0252511
iteration 135
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.009
ELB improved by 0.0243332
iteration 136
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.986
ELB improved by 0.0232391
iteration 137
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.964
ELB improved by 0.0221342
iteration 138
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.942
ELB improved by 0.0212246
iteration 139
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.922
ELB improved by 0.0206914
iteration 140
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.901
ELB improved by 0.0206576
iteration 141
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.88
ELB improved by 0.0211817
iteration 142
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.858
ELB improved by 0.022255
iteration 143
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.834
ELB improved by 0.0237759
iteration 144
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.808
ELB improved by 0.0254956
iteration 145
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.781
ELB improved by 0.0269677
iteration 146
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.754
ELB improved by 0.0275864
iteration 147
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.727
ELB improved by 0.0268092
iteration 148
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.702
ELB improved by 0.0245066
iteration 149
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.681
ELB improved by 0.0211341
iteration 150
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.664
ELB improved by 0.0174789
iteration 151
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.65
ELB improved by 0.0142006
iteration 152
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.638
ELB improved by 0.0115879
iteration 153
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.628
ELB improved by 0.00962795
ELB converged
[ FAIL 0 | WARN 0 | SKIP 0 | PASS 24 ]
>
> proc.time()
user system elapsed
2.76 0.29 3.04
|
graper.Rcheck/tests_x64/testthat.Rout
R version 4.1.1 (2021-08-10) -- "Kick Things"
Copyright (C) 2021 The R Foundation for Statistical Computing
Platform: x86_64-w64-mingw32/x64 (64-bit)
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=-857.382
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-576.175
ELB improved by 281.206
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-512.175
ELB improved by 64.0002
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-470.395
ELB improved by 41.7801
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-451.822
ELB improved by 18.5731
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-444.253
ELB improved by 7.56878
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.969
ELB improved by 4.28415
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.829
ELB improved by 3.13999
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.177
ELB improved by 2.65139
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-431.756
ELB improved by 2.42088
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.469
ELB improved by 2.28795
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.274
ELB improved by 2.19465
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.158
ELB improved by 2.11596
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.123
ELB improved by 2.0351
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.186
ELB improved by 1.93716
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.378
ELB improved by 1.8077
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.742
ELB improved by 1.63582
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.32
ELB improved by 1.42227
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.134
ELB improved by 1.18553
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.178
ELB improved by 0.95632
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.416
ELB improved by 0.762312
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.799
ELB improved by 0.616709
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.281
ELB improved by 0.518326
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.822
ELB improved by 0.458458
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.395
ELB improved by 0.42718
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.979
ELB improved by 0.416464
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.558
ELB improved by 0.420923
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.12
ELB improved by 0.437538
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.655
ELB improved by 0.465152
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.151
ELB improved by 0.503867
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.597
ELB improved by 0.553986
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.983
ELB improved by 0.613972
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.305
ELB improved by 0.678217
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.566
ELB improved by 0.738529
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.775
ELB improved by 0.791414
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.933
ELB improved by 0.841869
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.037
ELB improved by 0.896406
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.081
ELB improved by 0.955444
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.069
ELB improved by 1.01235
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.014
ELB improved by 1.05531
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.944
ELB improved by 1.06936
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.905
ELB improved by 1.03961
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.947
ELB improved by 0.957637
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.117
ELB improved by 0.829967
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.436
ELB improved by 0.680638
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.896
ELB improved by 0.540419
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.465
ELB improved by 0.430864
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.108
ELB improved by 0.357548
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.791
ELB improved by 0.316097
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.487
ELB improved by 0.304481
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.167
ELB improved by 0.320369
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.832
ELB improved by 0.334384
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.524
ELB improved by 0.308352
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.272
ELB improved by 0.252054
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.078
ELB improved by 0.193309
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.933
ELB improved by 0.145027
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.822
ELB improved by 0.111392
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.73
ELB improved by 0.0919048
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.646
ELB improved by 0.0841069
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.56
ELB improved by 0.0863466
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.461
ELB improved by 0.099119
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.336
ELB improved by 0.12422
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.178
ELB improved by 0.158404
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.996
ELB improved by 0.182167
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.825
ELB improved by 0.171103
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.693
ELB improved by 0.132104
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.602
ELB improved by 0.09106
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.541
ELB improved by 0.0604003
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.501
ELB improved by 0.0402138
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.473
ELB improved by 0.0274347
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.454
ELB improved by 0.0193582
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.44
ELB improved by 0.0141775
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.429
ELB improved by 0.0107825
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.421
ELB improved by 0.0085043
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-882.47
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-567.987
ELB improved by 314.482
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-513.244
ELB improved by 54.7431
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-480.689
ELB improved by 32.5553
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-465.668
ELB improved by 15.0207
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-457.971
ELB improved by 7.6968
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-451.976
ELB improved by 5.99556
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-445.942
ELB improved by 6.03381
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.376
ELB improved by 6.56586
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.383
ELB improved by 6.99296
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.658
ELB improved by 6.72507
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.038
ELB improved by 5.61987
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.917
ELB improved by 4.12089
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.157
ELB improved by 2.76044
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.367
ELB improved by 1.79014
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.19
ELB improved by 1.17645
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.385
ELB improved by 0.805756
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.803
ELB improved by 0.581967
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.36
ELB improved by 0.442566
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.009
ELB improved by 0.351407
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.72
ELB improved by 0.288642
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.477
ELB improved by 0.243406
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.267
ELB improved by 0.209567
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.084
ELB improved by 0.183495
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.921
ELB improved by 0.162922
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.774
ELB improved by 0.146362
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.642
ELB improved by 0.132802
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.52
ELB improved by 0.121527
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.408
ELB improved by 0.112022
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.304
ELB improved by 0.103907
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.207
ELB improved by 0.0969024
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.116
ELB improved by 0.0908011
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.031
ELB improved by 0.0854509
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.95
ELB improved by 0.0807445
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.874
ELB improved by 0.0766121
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.801
ELB improved by 0.0730177
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.731
ELB improved by 0.0699573
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.663
ELB improved by 0.0674589
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.598
ELB improved by 0.065579
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.533
ELB improved by 0.0643915
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.469
ELB improved by 0.0639513
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.405
ELB improved by 0.0642174
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.34
ELB improved by 0.0649281
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.275
ELB improved by 0.0654941
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.21
ELB improved by 0.0650741
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.147
ELB improved by 0.0629654
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.087
ELB improved by 0.0590894
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.033
ELB improved by 0.0540715
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.985
ELB improved by 0.0488019
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.941
ELB improved by 0.043951
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.901
ELB improved by 0.0398112
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.864
ELB improved by 0.0364012
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.831
ELB improved by 0.0336178
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.799
ELB improved by 0.0313329
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.77
ELB improved by 0.0294344
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.742
ELB improved by 0.0278351
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.716
ELB improved by 0.0264701
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.69
ELB improved by 0.0252911
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.666
ELB improved by 0.0242619
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.643
ELB improved by 0.0233546
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.62
ELB improved by 0.0225475
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.598
ELB improved by 0.0218232
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.577
ELB improved by 0.0211673
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.557
ELB improved by 0.0205683
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.537
ELB improved by 0.0200165
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.517
ELB improved by 0.0195038
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.498
ELB improved by 0.0190237
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.48
ELB improved by 0.0185707
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.461
ELB improved by 0.0181404
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.444
ELB improved by 0.017729
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.426
ELB improved by 0.0173335
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.409
ELB improved by 0.0169512
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.393
ELB improved by 0.01658
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.377
ELB improved by 0.0162179
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.361
ELB improved by 0.0158631
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.345
ELB improved by 0.0155139
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.33
ELB improved by 0.015169
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.315
ELB improved by 0.0148271
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.301
ELB improved by 0.0144869
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.287
ELB improved by 0.0141475
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.273
ELB improved by 0.013808
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.259
ELB improved by 0.0134677
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.246
ELB improved by 0.0131261
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.233
ELB improved by 0.0127827
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.221
ELB improved by 0.0124374
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.209
ELB improved by 0.0120901
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.197
ELB improved by 0.0117408
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.186
ELB improved by 0.0113898
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.175
ELB improved by 0.0110373
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.164
ELB improved by 0.0106838
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.154
ELB improved by 0.0103299
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.144
ELB improved by 0.00997598
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-890.277
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-589.919
ELB improved by 300.359
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-529.641
ELB improved by 60.278
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-492.424
ELB improved by 37.2168
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-475.561
ELB improved by 16.8628
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-467.464
ELB improved by 8.0965
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-461.41
ELB improved by 6.05465
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-455.523
ELB improved by 5.88712
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-449.358
ELB improved by 6.16416
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-443.172
ELB improved by 6.18617
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.646
ELB improved by 5.5265
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.255
ELB improved by 4.39032
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.958
ELB improved by 3.29702
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.478
ELB improved by 2.48024
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.582
ELB improved by 1.89581
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.158
ELB improved by 1.4244
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.147
ELB improved by 1.01091
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.453
ELB improved by 0.69452
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.965
ELB improved by 0.487792
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.603
ELB improved by 0.361573
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.319
ELB improved by 0.283899
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.086
ELB improved by 0.233273
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.888
ELB improved by 0.197604
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.718
ELB improved by 0.170598
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.569
ELB improved by 0.14904
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.438
ELB improved by 0.131259
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.321
ELB improved by 0.116355
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.217
ELB improved by 0.103796
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.124
ELB improved by 0.0932275
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.04
ELB improved by 0.0843747
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.963
ELB improved by 0.0770117
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.892
ELB improved by 0.0709548
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.826
ELB improved by 0.0660642
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.764
ELB improved by 0.0622436
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.704
ELB improved by 0.0594285
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.647
ELB improved by 0.0575598
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.59
ELB improved by 0.0565278
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.534
ELB improved by 0.0560862
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.478
ELB improved by 0.0557639
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.423
ELB improved by 0.054873
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.371
ELB improved by 0.0527358
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.321
ELB improved by 0.0490873
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.277
ELB improved by 0.0443125
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.238
ELB improved by 0.0392235
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.203
ELB improved by 0.0345738
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.173
ELB improved by 0.0307537
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.145
ELB improved by 0.0278055
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.119
ELB improved by 0.0255877
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.095
ELB improved by 0.0239154
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.073
ELB improved by 0.0226293
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.051
ELB improved by 0.0216133
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.03
ELB improved by 0.0207895
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.01
ELB improved by 0.0201078
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.991
ELB improved by 0.019536
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.972
ELB improved by 0.0190532
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.953
ELB improved by 0.0186455
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.935
ELB improved by 0.0183033
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.917
ELB improved by 0.0180193
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.899
ELB improved by 0.0177883
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.881
ELB improved by 0.0176058
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.864
ELB improved by 0.0174684
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.846
ELB improved by 0.0173731
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.829
ELB improved by 0.0173174
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.812
ELB improved by 0.0172991
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.794
ELB improved by 0.0173166
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.777
ELB improved by 0.0173683
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.76
ELB improved by 0.0174528
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.742
ELB improved by 0.0175693
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.724
ELB improved by 0.0177168
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.706
ELB improved by 0.0178948
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.688
ELB improved by 0.018103
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.67
ELB improved by 0.018341
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.651
ELB improved by 0.0186089
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.632
ELB improved by 0.0189071
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.613
ELB improved by 0.019236
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.594
ELB improved by 0.0195964
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.574
ELB improved by 0.0199894
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.553
ELB improved by 0.0204162
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.532
ELB improved by 0.0208788
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.511
ELB improved by 0.0213791
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.489
ELB improved by 0.02192
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.467
ELB improved by 0.0225044
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.443
ELB improved by 0.0231362
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.42
ELB improved by 0.0238198
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.395
ELB improved by 0.0245606
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.37
ELB improved by 0.0253647
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.343
ELB improved by 0.0262396
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.316
ELB improved by 0.0271936
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.288
ELB improved by 0.0282368
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.259
ELB improved by 0.0293809
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.228
ELB improved by 0.0306393
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.196
ELB improved by 0.0320277
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.162
ELB improved by 0.0335647
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.127
ELB improved by 0.0352713
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.09
ELB improved by 0.0371725
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.051
ELB improved by 0.0392971
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.009
ELB improved by 0.0416786
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.965
ELB improved by 0.0443562
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.917
ELB improved by 0.0473752
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.866
ELB improved by 0.0507886
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.812
ELB improved by 0.0546573
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.753
ELB improved by 0.0590518
iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.689
ELB improved by 0.0640528
iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.619
ELB improved by 0.0697512
iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.543
ELB improved by 0.0762483
iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.459
ELB improved by 0.0836537
iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.367
ELB improved by 0.092082
iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.265
ELB improved by 0.101646
iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.153
ELB improved by 0.112443
iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.028
ELB improved by 0.124544
iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.89
ELB improved by 0.137959
iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.738
ELB improved by 0.15261
iteration 113
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.569
ELB improved by 0.16829
iteration 114
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.385
ELB improved by 0.184618
iteration 115
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.184
ELB improved by 0.201027
iteration 116
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.967
ELB improved by 0.216783
iteration 117
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.736
ELB improved by 0.231073
iteration 118
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.493
ELB improved by 0.243148
iteration 119
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.24
ELB improved by 0.252437
iteration 120
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.982
ELB improved by 0.258563
iteration 121
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.721
ELB improved by 0.261279
iteration 122
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.46
ELB improved by 0.260579
iteration 123
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.203
ELB improved by 0.257287
iteration 124
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.949
ELB improved by 0.253992
iteration 125
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.693
ELB improved by 0.255554
iteration 126
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.425
ELB improved by 0.268192
iteration 127
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.129
ELB improved by 0.295435
iteration 128
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.798
ELB improved by 0.331132
iteration 129
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.437
ELB improved by 0.361049
iteration 130
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.06
ELB improved by 0.377346
iteration 131
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.684
ELB improved by 0.375923
iteration 132
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.337
ELB improved by 0.34717
iteration 133
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.043
ELB improved by 0.29345
iteration 134
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.808
ELB improved by 0.235444
iteration 135
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.62
ELB improved by 0.188223
iteration 136
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.469
ELB improved by 0.150888
iteration 137
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.352
ELB improved by 0.117273
iteration 138
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.265
ELB improved by 0.0861146
iteration 139
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.205
ELB improved by 0.0603864
iteration 140
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.163
ELB improved by 0.0417587
iteration 141
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.134
ELB improved by 0.0292701
iteration 142
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.113
ELB improved by 0.0210861
iteration 143
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.097
ELB improved by 0.0156816
iteration 144
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.085
ELB improved by 0.0120411
iteration 145
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.076
ELB improved by 0.00953019
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-856.548
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-581.344
ELB improved by 275.204
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-519.982
ELB improved by 61.3621
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-475.153
ELB improved by 44.8295
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-453.537
ELB improved by 21.616
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-446.163
ELB improved by 7.37311
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.471
ELB improved by 3.69284
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.633
ELB improved by 2.83774
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.118
ELB improved by 2.51492
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.75
ELB improved by 2.36805
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.463
ELB improved by 2.28704
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.225
ELB improved by 2.23806
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.012
ELB improved by 2.21311
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.807
ELB improved by 2.20471
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.613
ELB improved by 2.19372
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.468
ELB improved by 2.145
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.452
ELB improved by 2.01658
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.664
ELB improved by 1.78779
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.18
ELB improved by 1.48375
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.018
ELB improved by 1.16187
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.145
ELB improved by 0.872855
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.506
ELB improved by 0.639556
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.042
ELB improved by 0.464008
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.702
ELB improved by 0.339684
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.446
ELB improved by 0.25665
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.242
ELB improved by 0.20352
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.072
ELB improved by 0.169943
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.924
ELB improved by 0.148325
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.79
ELB improved by 0.133844
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.666
ELB improved by 0.123657
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.55
ELB improved by 0.116124
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.44
ELB improved by 0.110299
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.334
ELB improved by 0.105627
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.232
ELB improved by 0.101782
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.134
ELB improved by 0.0985678
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.038
ELB improved by 0.095868
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.944
ELB improved by 0.0936167
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.853
ELB improved by 0.0917794
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.762
ELB improved by 0.0903425
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.673
ELB improved by 0.0893066
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.584
ELB improved by 0.0886817
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.496
ELB improved by 0.0884856
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.407
ELB improved by 0.0887421
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.318
ELB improved by 0.0894812
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.227
ELB improved by 0.0907405
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.134
ELB improved by 0.0925678
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.039
ELB improved by 0.0950256
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.941
ELB improved by 0.0981981
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.839
ELB improved by 0.102202
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.732
ELB improved by 0.107199
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.618
ELB improved by 0.113418
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.497
ELB improved by 0.121166
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.366
ELB improved by 0.130817
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.223
ELB improved by 0.142706
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.067
ELB improved by 0.156823
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.894
ELB improved by 0.17221
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.708
ELB improved by 0.186423
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.512
ELB improved by 0.196079
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.313
ELB improved by 0.198944
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.118
ELB improved by 0.195471
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.93
ELB improved by 0.187809
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.752
ELB improved by 0.177963
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.585
ELB improved by 0.167135
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.429
ELB improved by 0.155996
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.284
ELB improved by 0.145019
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.149
ELB improved by 0.134638
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.024
ELB improved by 0.125287
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.906
ELB improved by 0.117422
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.795
ELB improved by 0.11157
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.686
ELB improved by 0.108445
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.577
ELB improved by 0.109179
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.461
ELB improved by 0.115684
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.33
ELB improved by 0.131078
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.171
ELB improved by 0.159544
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.967
ELB improved by 0.20394
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.706
ELB improved by 0.260391
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.392
ELB improved by 0.314166
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.051
ELB improved by 0.340995
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.727
ELB improved by 0.324036
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.449
ELB improved by 0.278373
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.218
ELB improved by 0.231226
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.022
ELB improved by 0.195495
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.85
ELB improved by 0.172643
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.688
ELB improved by 0.161074
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.531
ELB improved by 0.157144
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.378
ELB improved by 0.153541
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.233
ELB improved by 0.14445
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.1
ELB improved by 0.132841
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.974
ELB improved by 0.126568
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.845
ELB improved by 0.128637
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.713
ELB improved by 0.132743
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.585
ELB improved by 0.127191
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.479
ELB improved by 0.106816
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.399
ELB improved by 0.0790652
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.345
ELB improved by 0.0543424
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.308
ELB improved by 0.0368773
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.282
ELB improved by 0.0258387
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.263
ELB improved by 0.0191144
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.248
ELB improved by 0.0149748
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.236
ELB improved by 0.012311
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.225
ELB improved by 0.0104836
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.216
ELB improved by 0.00914331
ELB converged
[ FAIL 0 | WARN 0 | SKIP 0 | PASS 24 ]
>
> proc.time()
user system elapsed
2.53 0.17 2.68
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graper.Rcheck/examples_i386/graper-Ex.timings
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graper.Rcheck/examples_x64/graper-Ex.timings
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