I am trying to schedule and R script to run inside a container. I have a docker file like this:
# Install R version 3.5
FROM rocker/tidyverse:3.5.1
USER root
# Install Ubuntu packages
RUN apt-get update && apt-get install -y \
sudo \
gdebi-core \
pandoc \
pandoc-citeproc \
libcurl4-gnutls-dev \
libcairo2-dev \
libxt-dev \
libssl-dev \
xtail \
wget \
cron
# Install R packrat, which we'll then use to install the other packages
RUN R -e 'install.packages("packrat", repos="http://cran.rstudio.com", dependencies=TRUE);'
# copy packrat files
COPY packrat/ /home/project/packrat/
# copy .Rprofile so that it know where to look for packages
COPY .Rprofile /home/project/
RUN R -e 'packrat::restore(project="/home/project");'
# Copy DB query script into the Docker image
COPY 002_query_db_for_kpis.R /home/project/002_query_db_for_kpis.R
# copy crontab for db query
COPY db_query_cronjob /etc/crontabs/db_query_cronjob
# give execution rights
RUN chmod 644 /etc/crontabs/db_query_cronjob
# run the job
RUN crontab /etc/crontabs/db_query_cronjob
# start cron in the foreground
CMD ["cron", "-f"]
It builds ok and then the cron job fails silently. When I investigate with:
docker exec -it 19338f50b4ed Rscript `/home/project/002_query_db_for_kpis.R`
The output I get is:
Error in library(zoo) : there is no package called ‘zoo’
Execution halted
Now, the first part of the scripts looks like:
#!/usr/local/bin/env Rscript --default-packages=zoo,RcppRoll,lubridate,broom,magrittr,tidyverse,rlang,RPostgres,DBI
library(zoo)
...
So, clearly it's not finding the packages. They are in there though. That was the whole point of packrat and copying the .Rprofile, and it seemed to work because if I run a shell inside the container while it's running I can find them in:
root#d2b4f6e7eade:/usr/local/lib/R/site-library#
and all the packrat files seem in the right place as well.. could it be that the .Rprofile file isn't being seen because it starts with a '.'? Can I change that?
UPDATE
If I don't use packrat, but install packages normally, it works. Digging around inside the container's files, I can see that /usr/local/lib/R/site-library doesn't have the packages needed in it, whereas /home/project/packrat/src does. So, it must be to do with Rscript looking in the wrong place. I thought the .Rprofile in /home/project would solve that but it doesn't.. maybe something else I didn't copy over? Although I've got the script running now, it's not ideal since, those packages might be different versions (hence why I want to use packrat), so if anyone can figure out how to get it to work with packrat I'll mark that answer as correct.
A couple things to try based on problem and update:
have you ignored your packrat/lib* and packrat/src/ directories in .dockerignore? i am worried you are copying over all the built packages and so restore() thinks the packages already been built in your container.
does your root container have executable privs on the packrat.lock file? obviously would prevent restore from running.
change docker install user to the rocker rstudio image's default "rstudio", moves just the packrat.lock and packrat.opts files
USER rstudio
COPY --chown=rstudio:rstudio packrat/packrat.* /home/project/packrat/
A good reference for these options: https://rviews.rstudio.com/2018/01/18/package-management-for-reproducible-r-code/
Related
I'm building a pipeline with Snakemake. One rule involves an R script that reads a CSV file using readr. I get this error when I run the pipeline with --use-singularity and --use-conda
Error: Unknown TZ UTC
In addition: Warning message:
In OlsonNames() : no Olson database found
Execution halted
Google suggests readr is crashing due to missing tzdata but I can't figure out how to install the tzdata package and make readr see it. I am running the entire pipeline in a Mambaforge container to ensure reproducibility. Snakemake recommends using Mambaforge over a Miniconda container as it's faster, but I think my error involves Mambaforge as using Miniconda solves the error.
Here's a workflow to reproduce the error:
#Snakefile
singularity: "docker://condaforge/mambaforge"
rule targets:
input:
"out.txt"
rule readr:
input:
"input.csv"
output:
"out.txt"
conda:
"env.yml"
script:
"test.R"
#env.yml
name: env
channels:
- default
- bioconda
- conda-forge
dependencies:
- r-readr
- tzdata
#test.R
library(readr)
fp <- snakemake#input[[1]]
df <- read_csv(fp)
print(df)
write(df$x, "out.txt")
I run the workflow with snakemake --use-conda --use-singularity. How do I run R scripts when the Snakemake workflow is running from a Mambaforge singularity container?
Looking through the stack of R code leading to the error, I see that it checks a bunch of default locations for the zoneinfo folder that tzdata includes, but also checks for a TZDIR environment variable.
I believe a proper solution to this would be for the Conda tzdata package to set this variable to point to it. This will require a PR to the Conda Forge package (see repo issue). In the meantime, one could do either of the following as workarounds.
Workaround 1: Set TZDIR from R
Continuing to use the tzdata package from Conda, one could set the environment variable at the start of the R script.
#!/usr/bin/env Rscript
## the following assumes active Conda environment with `tzdata` installed
Sys.setenv("TZDIR"=paste0(Sys.getenv("CONDA_PREFIX"), "/share/zoneinfo"))
I would consider this a temporary workaround.
Workaround 2: Derive a New Docker
Otherwise, make a new Docker image that includes a system-level tzdata installation. This appears to be a common issue, so following other examples (and keeping things clean), it'd go something like:
Dockerfile
FROM --platform=linux/amd64 condaforge/mambaforge:latest
## include tzdata
RUN apt-get update > /dev/null \
&& DEBIAN_FRONTEND="noninteractive" apt-get install --no-install-recommends -y tzdata > /dev/null \
&& apt-get clean
Upload this to Docker Hub and use it instead of the Mambaforge image as the image for Snakemake. This is probably a more reliable long-term solution, but perhaps not everyone wants to create a Docker Hub account.
I can't load packages in R because the file libpq.5.dylib is not in /usr/lib/libpq.5.dylib. It is in /usr/local/Cellar/libpq/13.0/lib/libpq.5.dylib
I tried this line: sudo ln -s /usr/local/Cellar/libpq/13.0/lib/libpq.5.dylib /usr/lib/libpq.5.dylib but I get this response: ln: /usr/lib/libpq.5.dylib: Operation not permitted
What can I do to get the file in /usr/lib/libpq.5.dylib without causing issues? This solution suggests that I may face problems down the line so I don't understand what to do.
You really don't want it in /usr/lib. Apple declared that as off-limits, and on newer macOS versions it lives on a read-only volume. Unless you're willing to go into recovery mode and manually tamper with the volume (and possibly repeat that on future OS updates), this is not the way to go.
Instead, let's address the core issue:
Dynamic libraries on macOS embed their own install path inside the binary, and the linker copies that into binaries linking against them. This information can be changed with install_name_tool (see man install_name_tool).
Examine the install name of the dylib:
otool -l /usr/local/Cellar/libpq/13.0/lib/libpq.5.dylib | fgrep -A2 LC_ID_DYLIB
If the printed path already points to the dylib itself (or a path that is symlinked to it), use this path as [new_path] below, and skip step 2.
If the dylib's install name does not point back to itself, run this:
sudo install_name_tool -id /usr/local/Cellar/libpq/13.0/lib/libpq.5.dylib /usr/local/Cellar/libpq/13.0/lib/libpq.5.dylib
And use /usr/local/Cellar/libpq/13.0/lib/libpq.5.dylib for [new_path] below.
For binaries that link against the dylib, run:
sudo install_name_tool -change /usr/lib/libpq.5.dylib [new_path] [path_to_binary]
I had the same issue building a container through docker for API use : RPostgres was installed but the library couldn't load, same error message.
Since I had installed Postgres on my machine, I figure the problem was worked around therefore I had no such message on local ; but here's how I solved this in my dockerfile, 100% verified on a machine with nothing related to R installed :
RUN apt-get update && apt-get install libpq5 -y
So executing apt-get update && apt-get install libpq5 -y on your terminal should do the trick. Light and efficient.
It tried to load libpq.5.dylib from the symlink /opt/homebrew/opt/postgresql/lib/libpq.5.dylib but could not find the file, so you need to update it:
# TODO: get this from the error, after "Library not loaded:"
SYMLINK_PATH="/opt/homebrew/opt/postgresql/lib/libpq.5.dylib"
# TODO: find this in your machine. The version maybe different than mine
DESTINATION_PATH="/opt/homebrew/opt/postgresql/lib/postgresql#14/libpq.5.dylib"
sudo mv $SYMLINK_PATH $SYMLINK_PATH.old
sudo ln -s $DESTINATION_PATH $SYMLINK_PATH
I am trying to create a completely portable version of R for Mac that I can send to users with no R on their system and they can essentially double click a command file and it launches a Shiny application. I'll need to be able to install packages including some built from source (and some from GitHub).
I am using the script from this GitHub repository (https://github.com/dirkschumacher/r-shiny-electron/blob/master/get-r-mac.sh) as a starting point (it's also pasted below), creating a version of R, but (A) I find that when I try to launch R it gives me an error not finding etc/ldpaths and (B) when I try to launch Rscript it runs my system version -- I run `Rscript -e 'print(R.version)' and it prints out 4.0 which is my system version of R rather than the version 3.5.1 which the shell script has downloaded and processed.
I've experimented with editing the "R" executable and altering R_HOME and R_HOME_DIR but it still runs into issues when I try to install packages to the 3.5.1 directory.
Can anyone provide some guidance?
(By the way docker is not an option, this needs to be as simple as possible end-users with limited technical skills. So having them install docker etc won't be an option)
#!/usr/bin/env bash
set -e
# Download and extract the main Mac Resources directory
# Requires xar and cpio, both installed in the Dockerfile
mkdir -p r-mac
curl -o r-mac/latest_r.pkg \
https://cloud.r-project.org/bin/macosx/R-3.5.1.pkg
cd r-mac
xar -xf latest_r.pkg
rm -r r-1.pkg Resources tcltk8.pkg texinfo5.pkg Distribution latest_r.pkg
cat r.pkg/Payload | gunzip -dc | cpio -i
mv R.framework/Versions/Current/Resources/* .
rm -r r.pkg R.framework
# Patch the main R script
sed -i.bak '/^R_HOME_DIR=/d' bin/R
sed -i.bak 's;/Library/Frameworks/R.framework/Resources;${R_HOME};g' \
bin/R
chmod +x bin/R
rm -f bin/R.bak
# Remove unneccessary files TODO: What else
rm -r doc tests
rm -r lib/*.dSYM
Happy to help you get this working for your shiny app. You can use this github repo for Electron wrapping R/Shiny... just clone, and replace the app.R (for your other packages you need to install them in the local R folder after cloning and then running R from the command line out of the R-Portable-Mac/bin folder...
Try it with the Hello World app.R that is included first
https://github.com/ColumbusCollaboratory/electron-quick-start
And, then installing your packages in the local R-Portable-Mac folder runtime. Included packages by default...
https://github.com/ColumbusCollaboratory/electron-quick-start/tree/master/R-Portable-Mac/library
Your packages will show up here after install.packages() from the command line using the local R-Mac-Portable runtime.
We have been working on a R Addin for this also...
https://github.com/ColumbusCollaboratory/photon
But, note the add-in is still a work in progress and doesn't work with compiled R packages; still have to go into the local R folder and runtime on the command line and install the packages directly into the local R folder libpath as discussed above.
Give it a try and let us know through Github issues if you have any questions and issues. And, if you've already posted out there, sorry we haven't responded as of yet. Would love to communicate through the photon Add-In for this to get it working with compiling packages (into the libPath)--if you have the time to help. Thanks!
I have a docker file where i'm trying to install the R seasonal library:
FROM continuumio/miniconda3:4.5.12 # Debian
. . .
# Install packages not on conda
RUN conda activate r_env && \
R -e "install.packages(c('RUnit', 'seasonal'), dependencies=TRUE, repos='https://cran.case.edu')"
Everything looks like it installs correctly, however when I get into the container and run library(seasonal) I get the error:
> library(seasonal)
The binaries provided by 'x13binary' do not work on this
machine. To get more information, run:
x13binary::checkX13binary()
> x13binary::checkX13binary()
Error in x13binary::checkX13binary() : X-13 binary file not found
After some googling it looks like I can manually set the path for the binary and a findutil shows that the binary exists on the machine:
(r_env) root#89c7265d9316:/# find / -name "*x13*"
/opt/conda/envs/arimaApiR/lib/R/library/x13binary
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/help/x13binary.rdx
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/help/x13binary.rdb
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/html/x13path.html
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/html/x13binary-package.html
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/bin/x13ashtml.exe
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/R/x13binary.rdx
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/R/x13binary.rdb
/opt/conda/envs/arimaApiR/lib/R/library/x13binary/R/x13binary
/opt/conda/envs/arimaApiR/conda-meta/r-x13binary-1.1.39_2-r36h6115d3f_0.json
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/help/x13binary.rdx
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/help/x13binary.rdb
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/html/x13path.html
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/html/x13binary-package.html
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/bin/x13ashtml.exe
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/R/x13binary.rdx
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/R/x13binary.rdb
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0/lib/R/library/x13binary/R/x13binary
/opt/conda/pkgs/r-x13binary-1.1.39_2-r36h6115d3f_0.tar.bz2
However no matter whatever I set the path to be, the library still throws errors on where the actual path is:
(r_env) root#89c7265d9316:/# export X13_PATH=/opt/conda/envs/arimaApiR/lib/R/library/x13binary
(r_env) root#89c7265d9316:/# R -e "library(seasonal)"
The system variable 'X13_PATH' has been manually set to:
/opt/conda/envs/arimaApiR/lib/R/library/x13binary
Since version 1.2, 'seasonal' relies on the 'x13binary'
package and does not require 'X13_PATH' to be set anymore.
Only set 'X13_PATH' manually if you intend to use your own
binaries. See ?seasonal for details.
Binary executable file /opt/conda/envs/arimaApiR/lib/R/library/x13binary/x13as or /opt/conda/envs/arimaApiR/lib/R/library/x13binary/x13ashtml not found.
See ?seasonal for details.
I feel like I'm running in circles. Has anyone had luck running this inside a container?
I've prepared my own container but I didn't use continuumio/miniconda since I don't know how it works inside.
This is the Dockerfile I've prepared:
FROM r-base:3.6.1
RUN apt-get update \
&& apt-get install -y libxml2-dev
RUN R -e "install.packages('RUnit', dependencies=TRUE, repos='https://cran.case.edu')"
RUN R -e "install.packages('x13binary', dependencies=TRUE, repos='https://cran.case.edu')"
RUN R -e "install.packages('seasonal', dependencies=TRUE, repos='https://cran.case.edu')"
CMD [ "bash" ]
If I run your test commands, I receive this:
> library(seasonal)
> x13binary::
x13binary::checkX13binary x13binary::supportedPlatform x13binary::x13path
> x13binary::checkX13binary
x13binary::checkX13binary
> x13binary::checkX13binary()
x13binary is working properly
>
NOTE: the Dockerfile can be improve, e.g. you can put together the packages c(RUnit, x13binary, seasonal) and you can remove the apt cache after installing the package but I just wanted to run a test to see if it'd work.
I have a package that previously only targeted RPM based distros for which I am now building .deb packages for Debian based distros.
The aim is to simulate a test installation from user-space that is isolated from the system you are building on. It may be multi-user and you do not want to require root access just to build the software. Many of our tests simulate the installation directory structure already. This is for the next step up to simulate an actual installation using packages built.
For the RPM packages I was able to create test installations using:
WSDIR=/where/I/want/my/tests/to/run
rpmdb --initdb --dbpath "$WSDIR"/rpmdb
rpm --relocate /opt="$WSDIR"/opt --dbpath $WSDIR/rpmdb -i <package>.rpm
The equivalent in the Debian world is something like:
dpkg --force-not-root --admindir=$WSDIR/dpkg --root=$WSDIR/install --install "$DEB"
However, I am stuck over the equivalent to the rpmdb --initdb step.
Note that I can just unpack the archive using:
dpkg-deb -x "$DEB" $WSDIR/install
But I would prefer to be closer to how a real package is installed.
Also I don't think this will run preinstall and postinstall scripts.
Similar questions have suggested using deboostrap to create a chroot environment but this creates a complete new installation. As well as being overkill it is too slow for an automated test. I intend to use this for quick tests of the installation package prior to further testing in actual test environments.
My experiments so far:
(cd $WSDIR/dpkg && mkdir alternatives info parts triggers updates)
cp /var/lib/dpkg/status $WSDIR/dpkg/status
have at best resulted in:
dpkg: error: unable to access dpkg status area: No such file or directory
which does not indicate clear what is wrong.
So how do you create a dpkg admin directory?
Cross posted as https://superuser.com/questions/1271145/how-do-you-create-a-dpkg-admin-directory
Update 24/11/2017
I've tried copying using the dpkg dir from an environment created by [cowdancer][1] (which uses deboostrap under the hood) or copying the real one from /var/lib/dpkg but I still get the same error message so perhaps the error (and/or the --admindir option) doesn't mean quite what I think it means.
Note that:
sudo dpkg --force-not-root --root=$WSDIR/install --admindir=/var/lib/dpkg --install "$DEB"
does work. So it is something to do with the admin dir.
I've also retitled the question as "How do you create a dpkg admin directory" is interesting question but the answer is not necessarily the solution to my problem.
The minimal way to create a dpkg database is something like this:
$ mkdir -p db/{updates,info}
$ touch db/{status,diversions,statoverride}
If you want to use that as non-root, currently the best way is to use fakeroot.
$ mkdir -p fsys
$ PATH=/sbin:/usr/sbin:$PATH fakeroot dpkg --log=/dev/null --admindir=db --instdir=fsys -i pkg.deb
But take into account that passing --root after --admindir or --instdir will reset those paths, which is I think the problem you have been having here.
Also using sudo and --force-not-root does not make much sense? :) And is definitely less confined than using just fakeroot. In the near future it will be possible to run dpkg fully unprivileged in some local tree.
I eventually found an answer for this. Thanks to Guillem Jover for some of this.
Pasting a copy of it here:
mkdir fake
mkdir fake/install
mkdir -p fake/dpkg/info
mkdir -p fake/dpkg/updates
touch fake/dpkg/status
PATH=/sbin:/usr/sbin:$PATH fakeroot dpkg --force-script-chrootless --log=`pwd`/fake/dpkg.log --root=`pwd`/fake --instdir `pwd`/fake --admindir=`pwd`/fake/dpkg --install *.deb
Some points to note:
--force-not-root is not enough. fakeroot is required.
ldconfig and start-stop-daemon must be on the path.
(hence PATH=/sbin:/usr/sbin:$PATH)
The log file needs to be relocated from the default /var/log/dpkg.log
The order of arguments is significant. If used --root must be before --instdir and --admindir.
The admindir is supposed to have a the installation dir as a prefix.
If the package contains any pre or post installation scripts (preinst,postinst) then --force-script-chrootless is required as these scripts are normally run via chroot() which gives operation not permitted when attempted under fakeroot.
For a quick test of trivial dependencies, you can directly install on the system using 'dpkg -i' then 'dpkg -P' and 'apt-get autoremove' to purge the package and clean the dependencies.
An other more secure but slower solution could be to use the autopkgtest package:
https://people.debian.org/~mpitt/autopkgtest/README.package-tests.html