Britta Velten
| Snapshot Date: 2021-05-05 14:51:38 -0400 (Wed, 05 May 2021) |
| URL: https://git.bioconductor.org/packages/graper |
| Branch: RELEASE_3_12 |
| Last Commit: f9d8f22 |
| Last Changed Date: 2020-10-27 11:41:22 -0400 (Tue, 27 Oct 2020) |
| Back to Multiple platform build/check report for BioC 3.12 |
|
This page was generated on 2021-05-06 12:31:38 -0400 (Thu, 06 May 2021).
|
To the developers/maintainers of the graper package: Please make sure to use the following settings in order to reproduce any error or warning you see on this page. |
| Package 779/1974 | Hostname | OS / Arch | INSTALL | BUILD | CHECK | BUILD BIN | ||||||||
| graper 1.6.0 (landing page) Britta Velten
| malbec1 | Linux (Ubuntu 18.04.5 LTS) / x86_64 | OK | OK | OK | | ||||||||
| tokay1 | Windows Server 2012 R2 Standard / x64 | OK | OK | OK | OK | | ||||||||
| merida1 | macOS 10.14.6 Mojave / x86_64 | OK | OK | OK | OK | | ||||||||
| Package: graper |
| Version: 1.6.0 |
| Command: C:\Users\biocbuild\bbs-3.12-bioc\R\bin\R.exe CMD check --force-multiarch --install=check:graper.install-out.txt --library=C:\Users\biocbuild\bbs-3.12-bioc\R\library --no-vignettes --timings graper_1.6.0.tar.gz |
| StartedAt: 2021-05-06 03:23:06 -0400 (Thu, 06 May 2021) |
| EndedAt: 2021-05-06 03:24:54 -0400 (Thu, 06 May 2021) |
| EllapsedTime: 107.8 seconds |
| RetCode: 0 |
| Status: OK |
| CheckDir: graper.Rcheck |
| Warnings: 0 |
############################################################################## ############################################################################## ### ### Running command: ### ### C:\Users\biocbuild\bbs-3.12-bioc\R\bin\R.exe CMD check --force-multiarch --install=check:graper.install-out.txt --library=C:\Users\biocbuild\bbs-3.12-bioc\R\library --no-vignettes --timings graper_1.6.0.tar.gz ### ############################################################################## ############################################################################## * using log directory 'C:/Users/biocbuild/bbs-3.12-bioc/meat/graper.Rcheck' * using R version 4.0.5 (2021-03-31) * 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 '1.6.0' * 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-3.12-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-3.12-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-3.12-bioc/meat/graper.Rcheck/00check.log' for details.
graper.Rcheck/00install.out
##############################################################################
##############################################################################
###
### Running command:
###
### C:\cygwin\bin\curl.exe -O http://172.29.0.3/BBS/3.12/bioc/src/contrib/graper_1.6.0.tar.gz && rm -rf graper.buildbin-libdir && mkdir graper.buildbin-libdir && C:\Users\biocbuild\bbs-3.12-bioc\R\bin\R.exe CMD INSTALL --merge-multiarch --build --library=graper.buildbin-libdir graper_1.6.0.tar.gz && C:\Users\biocbuild\bbs-3.12-bioc\R\bin\R.exe CMD INSTALL graper_1.6.0.zip && rm graper_1.6.0.tar.gz graper_1.6.0.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 28927 100 28927 0 0 1481k 0 --:--:-- --:--:-- --:--:-- 1569k
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-3~1.12-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.12-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-3~1.12-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.12-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-3.12-bioc/R/library/BH/include/boost/mpl/aux_/na_assert.hpp:23,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/arg.hpp:25,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/placeholders.hpp:24,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/apply.hpp:24,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/aux_/iter_apply.hpp:17,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/aux_/find_if_pred.hpp:14,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/find_if.hpp:17,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/find.hpp:17,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/aux_/contains_impl.hpp:20,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/contains.hpp:20,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/math/policies/policy.hpp:10,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/math/special_functions/math_fwd.hpp:29,
from C:/Users/biocbuild/bbs-3.12-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-3.12-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-3.12-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-3.12-bioc/R/library/BH/include/boost/math/constants/constants.hpp:11,
from C:/Users/biocbuild/bbs-3.12-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-3.12-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-3.12-bioc/R/library/BH/include/boost/math/constants/constants.hpp:11,
from C:/Users/biocbuild/bbs-3.12-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-3.12-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-3.12-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-3.12-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-3~1.12-/R/bin/i386 -lRlapack -LC:/Users/BIOCBU~1/BBS-3~1.12-/R/bin/i386 -lRblas -lgfortran -lm -lquadmath -LC:/extsoft/lib/i386 -LC:/extsoft/lib -LC:/Users/BIOCBU~1/BBS-3~1.12-/R/bin/i386 -lR
installing to C:/Users/biocbuild/bbs-3.12-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-3~1.12-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.12-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-3~1.12-/R/include" -DNDEBUG -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/Rcpp/include' -I'C:/Users/biocbuild/bbs-3.12-bioc/R/library/RcppArmadillo/include' -I'C:/Users/biocbuild/bbs-3.12-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-3.12-bioc/R/library/BH/include/boost/mpl/aux_/na_assert.hpp:23,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/arg.hpp:25,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/placeholders.hpp:24,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/apply.hpp:24,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/aux_/iter_apply.hpp:17,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/aux_/find_if_pred.hpp:14,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/find_if.hpp:17,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/find.hpp:17,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/aux_/contains_impl.hpp:20,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/mpl/contains.hpp:20,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/math/policies/policy.hpp:10,
from C:/Users/biocbuild/bbs-3.12-bioc/R/library/BH/include/boost/math/special_functions/math_fwd.hpp:29,
from C:/Users/biocbuild/bbs-3.12-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-3.12-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-3.12-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-3~1.12-/R/bin/x64 -lRlapack -LC:/Users/BIOCBU~1/BBS-3~1.12-/R/bin/x64 -lRblas -lgfortran -lm -lquadmath -LC:/extsoft/lib/x64 -LC:/extsoft/lib -LC:/Users/BIOCBU~1/BBS-3~1.12-/R/bin/x64 -lR
installing to C:/Users/biocbuild/bbs-3.12-bioc/meat/graper.buildbin-libdir/graper/libs/x64
** testing if installed package can be loaded
* MD5 sums
packaged installation of 'graper' as graper_1.6.0.zip
* DONE (graper)
* installing to library 'C:/Users/biocbuild/bbs-3.12-bioc/R/library'
package 'graper' successfully unpacked and MD5 sums checked
|
graper.Rcheck/tests_i386/testthat.Rout
R version 4.0.5 (2021-03-31) -- "Shake and Throw"
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=-882.051
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-588.322
ELB improved by 293.729
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-525.567
ELB improved by 62.7555
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-478.182
ELB improved by 47.3851
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-454.673
ELB improved by 23.5082
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-445.467
ELB improved by 9.2063
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-440.676
ELB improved by 4.79057
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.079
ELB improved by 3.59746
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.745
ELB improved by 3.33367
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.213
ELB improved by 3.53182
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.137
ELB improved by 4.07678
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.256
ELB improved by 4.8806
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.618
ELB improved by 5.63786
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.894
ELB improved by 5.72454
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.14
ELB improved by 4.75345
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.898
ELB improved by 3.24235
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.899
ELB improved by 1.99846
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.642
ELB improved by 1.25699
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.781
ELB improved by 0.861887
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.138
ELB improved by 0.642706
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.633
ELB improved by 0.504681
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.228
ELB improved by 0.405557
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.898
ELB improved by 0.329213
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.629
ELB improved by 0.269646
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.405
ELB improved by 0.223467
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.218
ELB improved by 0.187745
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.058
ELB improved by 0.159876
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.92
ELB improved by 0.137776
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.8
ELB improved by 0.119925
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.695
ELB improved by 0.105265
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.602
ELB improved by 0.093064
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.519
ELB improved by 0.0828053
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.445
ELB improved by 0.0741106
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.378
ELB improved by 0.0666946
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.318
ELB improved by 0.0603368
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.263
ELB improved by 0.054863
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.213
ELB improved by 0.0501334
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.167
ELB improved by 0.0460345
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.124
ELB improved by 0.0424734
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.085
ELB improved by 0.0393731
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.048
ELB improved by 0.0366702
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.014
ELB improved by 0.0343115
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.982
ELB improved by 0.0322528
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.951
ELB improved by 0.0304574
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.922
ELB improved by 0.0288945
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.895
ELB improved by 0.0275387
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.868
ELB improved by 0.0263689
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.843
ELB improved by 0.0253683
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.818
ELB improved by 0.0245235
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.795
ELB improved by 0.0238241
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.771
ELB improved by 0.0232631
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.749
ELB improved by 0.0228362
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.726
ELB improved by 0.022542
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.704
ELB improved by 0.0223819
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.681
ELB improved by 0.0223605
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.659
ELB improved by 0.0224851
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.636
ELB improved by 0.0227664
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.613
ELB improved by 0.0232176
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.589
ELB improved by 0.0238542
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.564
ELB improved by 0.0246929
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.538
ELB improved by 0.0257492
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.511
ELB improved by 0.027035
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.483
ELB improved by 0.0285541
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.453
ELB improved by 0.0302984
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.42
ELB improved by 0.032245
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.386
ELB improved by 0.0343572
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.349
ELB improved by 0.0365909
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.31
ELB improved by 0.0389073
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.269
ELB improved by 0.0412875
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.225
ELB improved by 0.0437451
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.179
ELB improved by 0.0463295
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.13
ELB improved by 0.0491207
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.078
ELB improved by 0.0522163
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.022
ELB improved by 0.0557197
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.962
ELB improved by 0.0597302
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.898
ELB improved by 0.0643385
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.828
ELB improved by 0.0696243
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.753
ELB improved by 0.075655
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.67
ELB improved by 0.0824798
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.58
ELB improved by 0.0901212
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.482
ELB improved by 0.0985586
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.374
ELB improved by 0.107706
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.256
ELB improved by 0.117385
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.129
ELB improved by 0.127294
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.992
ELB improved by 0.136992
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.846
ELB improved by 0.145894
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.693
ELB improved by 0.153321
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.534
ELB improved by 0.15858
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.373
ELB improved by 0.161085
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.213
ELB improved by 0.160474
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.056
ELB improved by 0.156684
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.906
ELB improved by 0.149958
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.765
ELB improved by 0.140787
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.636
ELB improved by 0.129824
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.518
ELB improved by 0.117776
iteration 96
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.412
ELB improved by 0.105311
iteration 97
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.319
ELB improved by 0.0929964
iteration 98
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.238
ELB improved by 0.081262
iteration 99
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.168
ELB improved by 0.0703973
iteration 100
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.107
ELB improved by 0.0605662
iteration 101
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.055
ELB improved by 0.0518325
iteration 102
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.011
ELB improved by 0.0441872
iteration 103
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.974
ELB improved by 0.0375734
iteration 104
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.942
ELB improved by 0.0319057
iteration 105
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.915
ELB improved by 0.0270852
iteration 106
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.892
ELB improved by 0.0230096
iteration 107
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.872
ELB improved by 0.0195796
iteration 108
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.855
ELB improved by 0.0167027
iteration 109
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.841
ELB improved by 0.0142958
iteration 110
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.829
ELB improved by 0.0122852
iteration 111
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.818
ELB improved by 0.0106069
iteration 112
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.809
ELB improved by 0.00920617
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-868.914
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-582.916
ELB improved by 285.998
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-518.011
ELB improved by 64.9044
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-467.338
ELB improved by 50.6731
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.656
ELB improved by 24.6819
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.944
ELB improved by 9.71182
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.715
ELB improved by 5.2292
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.157
ELB improved by 3.55779
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.379
ELB improved by 2.77865
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.972
ELB improved by 2.40698
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.74
ELB improved by 2.23128
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.591
ELB improved by 2.14908
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.482
ELB improved by 2.10926
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.4
ELB improved by 2.08183
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.358
ELB improved by 2.04199
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.39
ELB improved by 1.96855
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.537
ELB improved by 1.85286
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.835
ELB improved by 1.70236
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.306
ELB improved by 1.52867
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.966
ELB improved by 1.33944
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-398.821
ELB improved by 1.14566
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.863
ELB improved by 0.957973
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-397.078
ELB improved by 0.784944
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-396.44
ELB improved by 0.63826
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.916
ELB improved by 0.523359
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.478
ELB improved by 0.437742
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-395.1
ELB improved by 0.378803
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.755
ELB improved by 0.344355
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.425
ELB improved by 0.330485
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-394.092
ELB improved by 0.332757
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.744
ELB improved by 0.347946
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-393.37
ELB improved by 0.374578
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.957
ELB improved by 0.412839
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-392.492
ELB improved by 0.464434
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.96
ELB improved by 0.532281
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-391.341
ELB improved by 0.619017
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-390.618
ELB improved by 0.722651
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-389.787
ELB improved by 0.831595
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-388.857
ELB improved by 0.929973
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-387.846
ELB improved by 1.01084
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-386.772
ELB improved by 1.07396
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-385.655
ELB improved by 1.11743
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-384.509
ELB improved by 1.14513
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-383.321
ELB improved by 1.18884
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-381.991
ELB improved by 1.32955
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-380.351
ELB improved by 1.63977
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-378.469
ELB improved by 1.88193
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-376.978
ELB improved by 1.49121
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-376.073
ELB improved by 0.905131
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-375.539
ELB improved by 0.533623
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-375.213
ELB improved by 0.32643
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-375.003
ELB improved by 0.209967
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.861
ELB improved by 0.142185
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.76
ELB improved by 0.101043
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.685
ELB improved by 0.0749806
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.627
ELB improved by 0.0577634
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.581
ELB improved by 0.0459204
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.544
ELB improved by 0.0374606
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.512
ELB improved by 0.0312088
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.486
ELB improved by 0.0264507
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.463
ELB improved by 0.0227383
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.443
ELB improved by 0.0197812
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.426
ELB improved by 0.0173851
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.411
ELB improved by 0.0154159
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.397
ELB improved by 0.0137778
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.384
ELB improved by 0.0124012
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.373
ELB improved by 0.0112339
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.363
ELB improved by 0.0102363
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-374.354
ELB improved by 0.00937778
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-886.311
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-581.202
ELB improved by 305.109
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-519.218
ELB improved by 61.9848
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-482.81
ELB improved by 36.4076
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-466.178
ELB improved by 16.6322
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-457.997
ELB improved by 8.18042
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-452.607
ELB improved by 5.39054
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-448.04
ELB improved by 4.56658
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-443.742
ELB improved by 4.29853
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.669
ELB improved by 4.07315
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.001
ELB improved by 3.66802
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.939
ELB improved by 3.06176
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.529
ELB improved by 2.4103
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.65
ELB improved by 1.87863
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.148
ELB improved by 1.50239
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.91
ELB improved by 1.23744
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.877
ELB improved by 1.03334
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.031
ELB improved by 0.846136
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.36
ELB improved by 0.670448
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.834
ELB improved by 0.526656
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.414
ELB improved by 0.41958
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.073
ELB improved by 0.340978
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.791
ELB improved by 0.28225
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.553
ELB improved by 0.237555
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.35
ELB improved by 0.203076
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.174
ELB improved by 0.176164
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.019
ELB improved by 0.154902
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.881
ELB improved by 0.137898
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.757
ELB improved by 0.124148
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.644
ELB improved by 0.112929
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.54
ELB improved by 0.103718
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.444
ELB improved by 0.0961317
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.354
ELB improved by 0.0898845
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.27
ELB improved by 0.084759
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.189
ELB improved by 0.0805878
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.112
ELB improved by 0.0772398
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.037
ELB improved by 0.0746105
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.965
ELB improved by 0.0726152
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.893
ELB improved by 0.0711833
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.823
ELB improved by 0.0702544
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.753
ELB improved by 0.0697742
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.684
ELB improved by 0.0696916
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.614
ELB improved by 0.0699563
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.543
ELB improved by 0.0705162
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.472
ELB improved by 0.0713159
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.4
ELB improved by 0.0722955
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.326
ELB improved by 0.0733907
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.252
ELB improved by 0.0745334
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.176
ELB improved by 0.0756532
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.099
ELB improved by 0.0766805
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.022
ELB improved by 0.0775499
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.944
ELB improved by 0.078204
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.865
ELB improved by 0.0785977
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.786
ELB improved by 0.0787011
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.708
ELB improved by 0.0785017
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.63
ELB improved by 0.0780043
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.552
ELB improved by 0.0772296
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.476
ELB improved by 0.0762105
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.401
ELB improved by 0.0749878
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.328
ELB improved by 0.0736051
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.256
ELB improved by 0.0721051
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.185
ELB improved by 0.0705255
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.116
ELB improved by 0.0688977
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.049
ELB improved by 0.0672458
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.983
ELB improved by 0.0655875
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.919
ELB improved by 0.0639353
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.857
ELB improved by 0.0622985
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.796
ELB improved by 0.0606844
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.737
ELB improved by 0.0591002
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.68
ELB improved by 0.0575521
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.624
ELB improved by 0.0560441
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.569
ELB improved by 0.0545735
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.516
ELB improved by 0.0531253
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.464
ELB improved by 0.051664
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.414
ELB improved by 0.0501287
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.366
ELB improved by 0.0484341
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.319
ELB improved by 0.0464844
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.275
ELB improved by 0.0441999
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.234
ELB improved by 0.0415493
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.195
ELB improved by 0.0385704
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.16
ELB improved by 0.0353673
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.128
ELB improved by 0.0320817
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.099
ELB improved by 0.0288566
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.073
ELB improved by 0.0258057
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.05
ELB improved by 0.0230018
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.029
ELB improved by 0.020478
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.011
ELB improved by 0.0182382
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.995
ELB improved by 0.0162674
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.98
ELB improved by 0.0145418
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.967
ELB improved by 0.0130339
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.956
ELB improved by 0.0117169
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.945
ELB improved by 0.0105658
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.935
ELB improved by 0.0095584
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-862.459
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-579.765
ELB improved by 282.694
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-520.346
ELB improved by 59.4184
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-479.808
ELB improved by 40.5382
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-462.17
ELB improved by 17.6382
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-454.879
ELB improved by 7.29094
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-450.692
ELB improved by 4.18673
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-447.393
ELB improved by 3.29954
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-444.404
ELB improved by 2.9894
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-441.494
ELB improved by 2.90964
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-438.556
ELB improved by 2.93811
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-435.552
ELB improved by 3.0033
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.504
ELB improved by 3.04857
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.494
ELB improved by 3.00959
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.667
ELB improved by 2.82695
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.179
ELB improved by 2.48803
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.124
ELB improved by 2.05565
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.491
ELB improved by 1.63248
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.203
ELB improved by 1.28847
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.169
ELB improved by 1.03345
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.321
ELB improved by 0.848372
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.603
ELB improved by 0.717645
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.974
ELB improved by 0.629584
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.402
ELB improved by 0.571281
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.87
ELB improved by 0.532349
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.362
ELB improved by 0.507677
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.866
ELB improved by 0.496697
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.363
ELB improved by 0.502214
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.833
ELB improved by 0.530387
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.245
ELB improved by 0.588163
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.577
ELB improved by 0.667608
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.85
ELB improved by 0.727363
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.118
ELB improved by 0.731973
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.413
ELB improved by 0.704495
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.733
ELB improved by 0.680454
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.064
ELB improved by 0.66932
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.397
ELB improved by 0.666618
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.732
ELB improved by 0.664899
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.075
ELB improved by 0.656684
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.44
ELB improved by 0.635831
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.841
ELB improved by 0.598931
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.295
ELB improved by 0.546135
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.814
ELB improved by 0.480771
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.406
ELB improved by 0.408118
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.071
ELB improved by 0.334227
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.806
ELB improved by 0.264998
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.601
ELB improved by 0.205033
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.445
ELB improved by 0.156622
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.325
ELB improved by 0.119676
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.233
ELB improved by 0.0925771
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.159
ELB improved by 0.0731782
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.1
ELB improved by 0.0594777
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.05
ELB improved by 0.0498969
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.007
ELB improved by 0.0433227
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.968
ELB improved by 0.0390614
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.931
ELB improved by 0.036797
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.894
ELB improved by 0.0366172
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.855
ELB improved by 0.0391778
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.809
ELB improved by 0.0461412
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.748
ELB improved by 0.0611031
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.657
ELB improved by 0.0908963
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.513
ELB improved by 0.144191
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.297
ELB improved by 0.216087
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-401.033
ELB improved by 0.263649
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.784
ELB improved by 0.249307
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.578
ELB improved by 0.20545
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.408
ELB improved by 0.169977
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.265
ELB improved by 0.143232
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.15
ELB improved by 0.114759
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.067
ELB improved by 0.0834155
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-400.011
ELB improved by 0.0558134
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.975
ELB improved by 0.0362911
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.95
ELB improved by 0.0242358
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.933
ELB improved by 0.017187
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.92
ELB improved by 0.013053
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.91
ELB improved by 0.0105355
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-399.901
ELB improved by 0.00891613
ELB converged
[ FAIL 0 | WARN 0 | SKIP 0 | PASS 24 ]
>
> proc.time()
user system elapsed
2.23 0.29 2.51
|
graper.Rcheck/tests_x64/testthat.Rout
R version 4.0.5 (2021-03-31) -- "Shake and Throw"
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=-865.153
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-581.501
ELB improved by 283.651
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-525.124
ELB improved by 56.3775
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-487.019
ELB improved by 38.1049
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-467.988
ELB improved by 19.0315
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-460.138
ELB improved by 7.84909
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-455.876
ELB improved by 4.26295
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-452.579
ELB improved by 3.29627
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-449.473
ELB improved by 3.10613
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-446.184
ELB improved by 3.28938
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.464
ELB improved by 3.7193
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-438.164
ELB improved by 4.30035
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.335
ELB improved by 4.82907
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.391
ELB improved by 4.94427
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.02
ELB improved by 4.37123
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.703
ELB improved by 3.31667
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.421
ELB improved by 2.28187
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.886
ELB improved by 1.53485
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.829
ELB improved by 1.05718
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.059
ELB improved by 0.769539
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.439
ELB improved by 0.620488
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.857
ELB improved by 0.581762
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.241
ELB improved by 0.616262
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.65
ELB improved by 0.591068
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.222
ELB improved by 0.427436
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.947
ELB improved by 0.275054
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.754
ELB improved by 0.192855
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.604
ELB improved by 0.150466
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.478
ELB improved by 0.125789
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.369
ELB improved by 0.109628
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.27
ELB improved by 0.0981404
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.181
ELB improved by 0.0895256
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.098
ELB improved by 0.0828492
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.021
ELB improved by 0.0775841
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.947
ELB improved by 0.0734074
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.877
ELB improved by 0.0701053
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.809
ELB improved by 0.0675267
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.744
ELB improved by 0.0655601
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.68
ELB improved by 0.0641204
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.617
ELB improved by 0.0631426
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.554
ELB improved by 0.0625763
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.492
ELB improved by 0.0623835
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.429
ELB improved by 0.0625359
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.366
ELB improved by 0.0630142
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.302
ELB improved by 0.063806
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.237
ELB improved by 0.064906
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.171
ELB improved by 0.0663143
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.103
ELB improved by 0.0680366
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.033
ELB improved by 0.0700829
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.961
ELB improved by 0.0724675
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.885
ELB improved by 0.0752079
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.807
ELB improved by 0.0783246
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.725
ELB improved by 0.0818401
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.639
ELB improved by 0.0857785
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.549
ELB improved by 0.0901648
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.454
ELB improved by 0.0950249
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.354
ELB improved by 0.100385
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.248
ELB improved by 0.106272
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.135
ELB improved by 0.112715
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.015
ELB improved by 0.11974
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.888
ELB improved by 0.127371
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.752
ELB improved by 0.135611
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.608
ELB improved by 0.144414
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.454
ELB improved by 0.153624
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.291
ELB improved by 0.162886
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.12
ELB improved by 0.17157
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.941
ELB improved by 0.178823
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.757
ELB improved by 0.183852
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.571
ELB improved by 0.186388
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.384
ELB improved by 0.187014
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.197
ELB improved by 0.186982
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.009
ELB improved by 0.187479
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.821
ELB improved by 0.188387
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.634
ELB improved by 0.186896
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.456
ELB improved by 0.178083
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.296
ELB improved by 0.159482
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.161
ELB improved by 0.134752
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.051
ELB improved by 0.110113
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.962
ELB improved by 0.0891747
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.89
ELB improved by 0.0724733
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.83
ELB improved by 0.0592895
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.782
ELB improved by 0.0487945
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.741
ELB improved by 0.0403519
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.708
ELB improved by 0.0335066
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.68
ELB improved by 0.0279262
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.656
ELB improved by 0.0233594
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.637
ELB improved by 0.0196106
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.62
ELB improved by 0.0165252
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.606
ELB improved by 0.0139797
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.594
ELB improved by 0.0118748
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.584
ELB improved by 0.0101303
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.576
ELB improved by 0.00868149
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-899.782
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-591.198
ELB improved by 308.584
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-530.422
ELB improved by 60.7763
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-490.276
ELB improved by 40.1462
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-472.501
ELB improved by 17.7747
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-465.282
ELB improved by 7.2188
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-460.65
ELB improved by 4.63228
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-456.53
ELB improved by 4.11948
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-452.469
ELB improved by 4.06097
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-448.371
ELB improved by 4.09806
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-444.301
ELB improved by 4.07005
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-440.463
ELB improved by 3.83846
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-437.116
ELB improved by 3.34731
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-434.429
ELB improved by 2.6869
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.367
ELB improved by 2.06176
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.762
ELB improved by 1.60531
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.492
ELB improved by 1.26908
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.538
ELB improved by 0.954918
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.856
ELB improved by 0.681861
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.356
ELB improved by 0.499403
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.965
ELB improved by 0.391192
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.64
ELB improved by 0.325079
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.358
ELB improved by 0.28161
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.107
ELB improved by 0.251385
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.877
ELB improved by 0.229867
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.662
ELB improved by 0.214701
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.458
ELB improved by 0.20457
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.259
ELB improved by 0.198714
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.062
ELB improved by 0.19672
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.864
ELB improved by 0.198439
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.66
ELB improved by 0.203963
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.446
ELB improved by 0.213651
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.218
ELB improved by 0.228177
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.97
ELB improved by 0.248607
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.693
ELB improved by 0.276411
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.38
ELB improved by 0.313216
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.02
ELB improved by 0.35999
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.604
ELB improved by 0.415672
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.128
ELB improved by 0.476825
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.587
ELB improved by 0.540481
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.979
ELB improved by 0.607776
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.297
ELB improved by 0.681769
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.541
ELB improved by 0.756476
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.739
ELB improved by 0.802353
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.96
ELB improved by 0.778366
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.275
ELB improved by 0.685672
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.703
ELB improved by 0.572114
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.223
ELB improved by 0.479504
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.788
ELB improved by 0.435494
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.308
ELB improved by 0.479068
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.646
ELB improved by 0.662432
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.695
ELB improved by 0.951183
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.508
ELB improved by 1.18661
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.15
ELB improved by 1.35844
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.64
ELB improved by 1.50965
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.338
ELB improved by 1.30236
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.529
ELB improved by 0.809031
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.064
ELB improved by 0.46442
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.771
ELB improved by 0.292854
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.565
ELB improved by 0.206671
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.41
ELB improved by 0.154677
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.292
ELB improved by 0.117954
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.2
ELB improved by 0.0920083
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.125
ELB improved by 0.0750984
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.06
ELB improved by 0.0650213
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406
ELB improved by 0.059903
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.941
ELB improved by 0.058917
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.879
ELB improved by 0.0623787
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.807
ELB improved by 0.0715815
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.719
ELB improved by 0.0880247
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.608
ELB improved by 0.11098
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.473
ELB improved by 0.134954
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.318
ELB improved by 0.155595
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.135
ELB improved by 0.18266
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.899
ELB improved by 0.235584
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.586
ELB improved by 0.313131
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.233
ELB improved by 0.353001
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.942
ELB improved by 0.290964
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.757
ELB improved by 0.184937
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.649
ELB improved by 0.108743
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.58
ELB improved by 0.0685905
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.53
ELB improved by 0.0504845
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.485
ELB improved by 0.0450916
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.435
ELB improved by 0.0491719
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.371
ELB improved by 0.0643255
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.274
ELB improved by 0.0966775
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.12
ELB improved by 0.154355
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.887
ELB improved by 0.232791
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.6
ELB improved by 0.287067
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.348
ELB improved by 0.251823
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.201
ELB improved by 0.147763
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.135
ELB improved by 0.0652562
iteration 93
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.108
ELB improved by 0.0276818
iteration 94
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.094
ELB improved by 0.0136441
iteration 95
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.086
ELB improved by 0.00841932
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-867.265
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-551.767
ELB improved by 315.498
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-492.434
ELB improved by 59.3324
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-458.077
ELB improved by 34.3572
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-442.588
ELB improved by 15.4894
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.101
ELB improved by 6.48681
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-432.719
ELB improved by 3.38165
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.67
ELB improved by 2.04901
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-429.276
ELB improved by 1.39468
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.212
ELB improved by 1.06352
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-427.326
ELB improved by 0.885743
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.543
ELB improved by 0.783216
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.824
ELB improved by 0.719461
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.146
ELB improved by 0.677495
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.497
ELB improved by 0.6496
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.864
ELB improved by 0.632501
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.239
ELB improved by 0.624975
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.613
ELB improved by 0.626524
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.976
ELB improved by 0.63646
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.323
ELB improved by 0.653182
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.649
ELB improved by 0.673764
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.955
ELB improved by 0.694178
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.245
ELB improved by 0.710213
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.526
ELB improved by 0.718725
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.807
ELB improved by 0.718705
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.095
ELB improved by 0.711867
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.393
ELB improved by 0.702377
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.698
ELB improved by 0.695247
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.004
ELB improved by 0.693532
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.308
ELB improved by 0.695789
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.612
ELB improved by 0.696393
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.922
ELB improved by 0.689807
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-412.248
ELB improved by 0.674323
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.597
ELB improved by 0.651046
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.975
ELB improved by 0.621552
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.388
ELB improved by 0.58738
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.838
ELB improved by 0.550214
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.326
ELB improved by 0.511772
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.852
ELB improved by 0.473569
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.416
ELB improved by 0.436806
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.013
ELB improved by 0.402409
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.642
ELB improved by 0.371091
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.299
ELB improved by 0.343368
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.979
ELB improved by 0.319532
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.68
ELB improved by 0.299622
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.396
ELB improved by 0.283436
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.126
ELB improved by 0.270651
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.864
ELB improved by 0.261143
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.609
ELB improved by 0.255584
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.352
ELB improved by 0.256313
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.085
ELB improved by 0.267885
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.791
ELB improved by 0.293523
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.472
ELB improved by 0.319505
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.163
ELB improved by 0.308519
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.91
ELB improved by 0.253082
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.719
ELB improved by 0.191062
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.574
ELB improved by 0.14519
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.459
ELB improved by 0.1146
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.366
ELB improved by 0.0935802
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.287
ELB improved by 0.078125
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.221
ELB improved by 0.0660448
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.165
ELB improved by 0.0562037
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.117
ELB improved by 0.0479997
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.076
ELB improved by 0.0410914
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.041
ELB improved by 0.0352628
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.01
ELB improved by 0.0303564
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.984
ELB improved by 0.0262423
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.961
ELB improved by 0.0228051
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.941
ELB improved by 0.0199405
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.924
ELB improved by 0.0175553
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.908
ELB improved by 0.0155676
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.894
ELB improved by 0.0139075
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.882
ELB improved by 0.0125165
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.871
ELB improved by 0.011346
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.86
ELB improved by 0.0103568
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-402.851
ELB improved by 0.00951691
ELB converged
iteration 1
Updating parameters of variational distributions...
Calculating ELB..
ELB=-869.757
ELB improved by inf
iteration 2
Updating parameters of variational distributions...
Calculating ELB..
ELB=-572.234
ELB improved by 297.523
iteration 3
Updating parameters of variational distributions...
Calculating ELB..
ELB=-517.026
ELB improved by 55.2083
iteration 4
Updating parameters of variational distributions...
Calculating ELB..
ELB=-480.094
ELB improved by 36.9322
iteration 5
Updating parameters of variational distributions...
Calculating ELB..
ELB=-462.632
ELB improved by 17.4615
iteration 6
Updating parameters of variational distributions...
Calculating ELB..
ELB=-456.395
ELB improved by 6.23747
iteration 7
Updating parameters of variational distributions...
Calculating ELB..
ELB=-453.17
ELB improved by 3.22442
iteration 8
Updating parameters of variational distributions...
Calculating ELB..
ELB=-450.749
ELB improved by 2.42152
iteration 9
Updating parameters of variational distributions...
Calculating ELB..
ELB=-448.565
ELB improved by 2.18391
iteration 10
Updating parameters of variational distributions...
Calculating ELB..
ELB=-446.387
ELB improved by 2.17758
iteration 11
Updating parameters of variational distributions...
Calculating ELB..
ELB=-444.108
ELB improved by 2.27918
iteration 12
Updating parameters of variational distributions...
Calculating ELB..
ELB=-441.666
ELB improved by 2.44239
iteration 13
Updating parameters of variational distributions...
Calculating ELB..
ELB=-439.031
ELB improved by 2.63517
iteration 14
Updating parameters of variational distributions...
Calculating ELB..
ELB=-436.23
ELB improved by 2.80022
iteration 15
Updating parameters of variational distributions...
Calculating ELB..
ELB=-433.396
ELB improved by 2.83436
iteration 16
Updating parameters of variational distributions...
Calculating ELB..
ELB=-430.765
ELB improved by 2.63153
iteration 17
Updating parameters of variational distributions...
Calculating ELB..
ELB=-428.577
ELB improved by 2.18735
iteration 18
Updating parameters of variational distributions...
Calculating ELB..
ELB=-426.943
ELB improved by 1.63436
iteration 19
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.809
ELB improved by 1.13401
iteration 20
Updating parameters of variational distributions...
Calculating ELB..
ELB=-425.044
ELB improved by 0.765119
iteration 21
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.52
ELB improved by 0.523794
iteration 22
Updating parameters of variational distributions...
Calculating ELB..
ELB=-424.145
ELB improved by 0.374981
iteration 23
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.86
ELB improved by 0.284923
iteration 24
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.63
ELB improved by 0.229823
iteration 25
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.435
ELB improved by 0.194983
iteration 26
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.263
ELB improved by 0.171945
iteration 27
Updating parameters of variational distributions...
Calculating ELB..
ELB=-423.107
ELB improved by 0.156008
iteration 28
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.963
ELB improved by 0.144568
iteration 29
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.827
ELB improved by 0.136147
iteration 30
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.697
ELB improved by 0.129872
iteration 31
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.571
ELB improved by 0.125189
iteration 32
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.45
ELB improved by 0.121728
iteration 33
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.331
ELB improved by 0.119221
iteration 34
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.213
ELB improved by 0.117465
iteration 35
Updating parameters of variational distributions...
Calculating ELB..
ELB=-422.097
ELB improved by 0.116298
iteration 36
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.981
ELB improved by 0.115587
iteration 37
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.866
ELB improved by 0.11522
iteration 38
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.751
ELB improved by 0.115106
iteration 39
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.636
ELB improved by 0.115172
iteration 40
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.52
ELB improved by 0.115365
iteration 41
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.405
ELB improved by 0.115651
iteration 42
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.289
ELB improved by 0.116022
iteration 43
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.172
ELB improved by 0.116498
iteration 44
Updating parameters of variational distributions...
Calculating ELB..
ELB=-421.055
ELB improved by 0.11713
iteration 45
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.937
ELB improved by 0.118004
iteration 46
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.818
ELB improved by 0.119247
iteration 47
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.697
ELB improved by 0.121033
iteration 48
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.573
ELB improved by 0.123595
iteration 49
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.446
ELB improved by 0.127243
iteration 50
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.313
ELB improved by 0.132403
iteration 51
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.174
ELB improved by 0.13968
iteration 52
Updating parameters of variational distributions...
Calculating ELB..
ELB=-420.024
ELB improved by 0.149986
iteration 53
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.859
ELB improved by 0.164786
iteration 54
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.672
ELB improved by 0.186579
iteration 55
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.453
ELB improved by 0.219855
iteration 56
Updating parameters of variational distributions...
Calculating ELB..
ELB=-419.18
ELB improved by 0.272829
iteration 57
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.82
ELB improved by 0.359715
iteration 58
Updating parameters of variational distributions...
Calculating ELB..
ELB=-418.32
ELB improved by 0.499974
iteration 59
Updating parameters of variational distributions...
Calculating ELB..
ELB=-417.616
ELB improved by 0.704045
iteration 60
Updating parameters of variational distributions...
Calculating ELB..
ELB=-416.677
ELB improved by 0.938857
iteration 61
Updating parameters of variational distributions...
Calculating ELB..
ELB=-415.552
ELB improved by 1.12523
iteration 62
Updating parameters of variational distributions...
Calculating ELB..
ELB=-414.315
ELB improved by 1.2365
iteration 63
Updating parameters of variational distributions...
Calculating ELB..
ELB=-413.02
ELB improved by 1.29556
iteration 64
Updating parameters of variational distributions...
Calculating ELB..
ELB=-411.731
ELB improved by 1.28888
iteration 65
Updating parameters of variational distributions...
Calculating ELB..
ELB=-410.531
ELB improved by 1.19956
iteration 66
Updating parameters of variational distributions...
Calculating ELB..
ELB=-409.472
ELB improved by 1.05906
iteration 67
Updating parameters of variational distributions...
Calculating ELB..
ELB=-408.53
ELB improved by 0.942211
iteration 68
Updating parameters of variational distributions...
Calculating ELB..
ELB=-407.605
ELB improved by 0.925221
iteration 69
Updating parameters of variational distributions...
Calculating ELB..
ELB=-406.594
ELB improved by 1.01046
iteration 70
Updating parameters of variational distributions...
Calculating ELB..
ELB=-405.591
ELB improved by 1.0038
iteration 71
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.826
ELB improved by 0.765086
iteration 72
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.34
ELB improved by 0.485974
iteration 73
Updating parameters of variational distributions...
Calculating ELB..
ELB=-404.039
ELB improved by 0.301014
iteration 74
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.84
ELB improved by 0.198829
iteration 75
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.697
ELB improved by 0.142416
iteration 76
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.588
ELB improved by 0.108989
iteration 77
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.501
ELB improved by 0.087492
iteration 78
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.428
ELB improved by 0.072573
iteration 79
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.367
ELB improved by 0.0614298
iteration 80
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.314
ELB improved by 0.0525108
iteration 81
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.269
ELB improved by 0.0449753
iteration 82
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.231
ELB improved by 0.0384184
iteration 83
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.198
ELB improved by 0.0326836
iteration 84
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.171
ELB improved by 0.0277244
iteration 85
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.147
ELB improved by 0.0235169
iteration 86
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.127
ELB improved by 0.0200192
iteration 87
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.11
ELB improved by 0.0171628
iteration 88
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.095
ELB improved by 0.0148593
iteration 89
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.082
ELB improved by 0.0130136
iteration 90
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.07
ELB improved by 0.0115346
iteration 91
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.06
ELB improved by 0.0103428
iteration 92
Updating parameters of variational distributions...
Calculating ELB..
ELB=-403.051
ELB improved by 0.00937281
ELB converged
[ FAIL 0 | WARN 0 | SKIP 0 | PASS 24 ]
>
> proc.time()
user system elapsed
3.09 0.20 3.29
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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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