shiny app docker container failed to launch in browser - r

I'm trying to run my shiny app in a docker container.
My app folder structure is like this:
myApp (directory)
-app (directory)
--ui.R
--server.R
--global.R
--style.css
--mydata.xlsx
--mydata2.rds
--functions.R (contains functions I use in app)
-Dockerfile
-shiny-server.conf
-shiny-server.sh
I can get into my directory myApp and run shiny locally by doing runApp('app'). my shiny app runs perfectly.
However, when I try to build the image and run it, it give me error.
docker build -t myshinyapp_obs .
docker run -p 80:80 myshinyapp_obs
The application failed to start.
The application exited during initialization.
The docker image building process seems to be fine.
When run it on docker, I got error.
The interesting thing is when I simply copy any app from shiny gallery and put the ui.R and server.R file under the app folder, it works fine!!!
My question is why my app is not working? given the fact:
my app work perfectly locally
After copying shiny example from gallery into the app folder, the example app works fine.
How can that happen? I cannot figure it out. Spent hours trying to make it work but failed.
Below is my Dockfile:
# Install R version 3.6
FROM r-base:3.6.0
# Install Ubuntu packages
RUN apt-get update && apt-get install -y \
sudo \
gdebi-core \
pandoc \
pandoc-citeproc \
libcurl4-gnutls-dev \
libcairo2-dev/unstable \
libxt-dev \
libssl-dev
# Download and install ShinyServer (latest version)
RUN wget --no-verbose https://s3.amazonaws.com/rstudio-shiny-server-os-build/ubuntu-12.04/x86_64/VERSION -O "version.txt" && \
VERSION=$(cat version.txt) && \
wget --no-verbose "https://s3.amazonaws.com/rstudio-shiny-server-os-build/ubuntu-12.04/x86_64/shiny-server-$VERSION-amd64.deb" -O ss-latest.deb && \
gdebi -n ss-latest.deb && \
rm -f version.txt ss-latest.deb
# Install R packages that are required
# TODO: add further package if you need!
RUN R -e "install.packages(c('devtools','readxl','tidyverse','rlang','shiny','shinythemes', 'DT'), repos='http://cran.rstudio.com/')"
# Copy configuration files into the Docker image
COPY shiny-server.conf /etc/shiny-server/shiny-server.conf
COPY /app /srv/shiny-server/
# Make the ShinyApp available at port 80
EXPOSE 80
# Copy further configuration files into the Docker image
COPY shiny-server.sh /usr/bin/shiny-server.sh
CMD ["/usr/bin/shiny-server.sh"]

Related

Build Docker Image from Alpine with 'later' R-package

When I try build an image from the following Dockerfile, it fails. (I am using Portainer, it simply shows "build failed" with no further explanation.)
FROM rhub/r-minimal:4.0.5
RUN apk update
RUN installr -d -t "R-dev file linux-headers libxml2-dev gnutls-dev openssl-dev libsass-dev libx11-dev cairo-dev libxt-dev libuv-dev geos-dev gdal-dev proj-dev sqlite-dev cmark-dev http-parser-dev" \
-a "libxml2 libuv cmark libgit2 openssl cairo libsass libx11 font-xfree86-type1 sqlite proj gdal geos http-parser" later
RUN rm -rf /var/cache/apk/*
RUN addgroup --system app && adduser --system --ingroup app app
I am trying to build an image for shiny/leaflet and this package seems to be responsible for not getting there...
I also tried the r-hub/r-minimal example but it failed too.
I am aware of this discussion but can not act on it.
Interestingly, the following Dockerfile works:
FROM rhub/r-minimal:4.0.5
RUN apk update
RUN installr -d -t "R-dev file linux-headers libsodium-dev" \
-a "libsodium font-xfree86-type1" later
RUN rm -rf /var/cache/apk/*
RUN addgroup --system app && adduser --system --ingroup app app
Any ideas on how to get a small Docker image for shiny/leaflet is very appreciated.

Shiny app does not appear when deployed using Shinyproxy

I'm trying to learn how to deploy a shiny app using Shinyproxy, and I'm using the templated "euler app" (from this repo), but the application does not appear when I navigate to http://localhost:4445. Here's the most similar question I could find, but unfortunately not helpful to my issue: link.
Background
All installations seem fine, and I successfully installed Docker and Java.
The Dockerfile and Docker image work locally, no issues there. The command docker run --rm -p 3838:3838 shiny-euler-app works.
Here is my Dockerfile (copied from the repo):
FROM openanalytics/r-base
MAINTAINER Tobias Verbeke "tobias.verbeke#openanalytics.eu"
# system libraries of general use
RUN apt-get update && apt-get install -y \
sudo \
pandoc \
pandoc-citeproc \
libcurl4-gnutls-dev \
libcairo2-dev \
libxt-dev \
libssl-dev \
libssh2-1-dev \
libssl1.1
# system library dependency for the euler app
RUN apt-get update && apt-get install -y \
libmpfr-dev
# basic shiny functionality
RUN R -e "install.packages(c('shiny', 'rmarkdown'), repos='https://cloud.r-project.org/')"
# install dependencies of the euler app
RUN R -e "install.packages('Rmpfr', repos='https://cloud.r-project.org/')"
# copy the app to the image
RUN mkdir /root/euler
COPY euler /root/euler
COPY Rprofile.site /usr/lib/R/etc/
EXPOSE 3838
CMD ["R", "-e", "shiny::runApp('/root/euler')"]
As well, Shinyproxy works fine with the default openanalytics/shinyproxy-demo Docker image, as you can see:
Problem
The issue I have is when I try and supply a different Shiny app and its accompanying application.yml. Here is the application.yml file I'm using (I've tried to make it as basic as possible, with no authentication, etc):
proxy:
title: Standalone Docker Engine
port: 4445
authentication: none
docker:
url: http://localhost:2375
specs:
- id: euler
display-name: Euler's number
container-cmd: ["R", "-e", "shiny::runApp('/root/euler')"]
container-image: shiny-euler-app
Unfortunately, when I run java -jar shinyproxy-2.4.2.jar (in the directory which contains the shinyproxy-2.4.2.jar file and the application.yml file) I get this blank webpage:
For some reason, I am able to access the Shinyproxy webpage, but the Dockerized Shiny app does not appear.
Would really appreciate any helpful suggestions on where/how I could try and solve this issue. Thanks!

Application logs to stdout with Shiny Server and Docker

I have a Docker container running a shiny app (Dockerfile here).
Shiny server logs are output to stdout and application logs are written to /var/log/shiny-server. I'm deploying this container to AWS Fargate and logging applications only display stdout which makes debugging an application when deployed challenging. I'd like to write the application logs to stdout.
I've tried a number of potential solutions:
I've tried the solution provided here, but have had no luck.. I added the exec xtail /var/log/shiny-server/ to my shiny-server.sh as the last line in the file. App logs are not written to stdout
I noticed that writing application logs to stdout is now the default behavior in rocker/shiny, but as I'm using rocker/verse:3.6.2 (upgraded from 3.6.0 today) along with RUN export ADD=shiny, I don't think this is standard behavior for the rocker/verse:3.6.2 container with Shiny add-on. As a result, I don't get the default behavior out of the box.
This issue on github suggests an alternative method of forcing application logging to stdout by way of an environment variable SHINY_LOG_STDERR=1 set at runtime but I'm not Linux-savvy enough to know where that env variable needs to be set to be effective. I found this documentation from Shiny Server v1.5.13 which gave suggestions in which file to set the environment variable depending on Linux distro; however, the output from my container when I run cat /etc/os-release is:
which doesn't really line up with any of the distributions in the Shiny Server documentation, thus making the documentation unhelpful.
I tried adding adding the environment variable from the github issue above in the docker run command, i.e.,
docker run --rm -e SHINY_LOG_STDERR=1 -p 3838:3838 [my image]
as well as
docker run --rm -e APPLICATION_LOGS_TO_STDOUT=true -p 3838:3838 [my image]
and am still not getting the logs to stdout.
I must be missing something here. Can someone help me identify how to successfully get application logs to stdout successfully?
You can add the line ENV SHINY_LOG_STDERR=1 to your Dockerfile (at least, this works with rocker/shiny, not sure about rocker/verse), such as with your Dockerfile:
FROM rocker/verse:3.6.2
## Add shiny capabilities to container
RUN export ADD=shiny && bash /etc/cont-init.d/add
## Install curl and xtail
RUN apt-get update && apt-get install -y \
curl \
xtail
## Add pip3 and other Python packages
RUN sudo apt-get update -y && apt-get install -y python3-pip
RUN pip3 install boto3
## Add R packages
RUN R -e "install.packages(c('shiny', 'tidyverse', 'tidyselect', 'knitr', 'rmarkdown', 'jsonlite', 'odbc', 'dbplyr', 'RMySQL', 'DBI', 'pander', 'sciplot', 'lubridate', 'zoo', 'stringr', 'stringi', 'openxlsx', 'promises', 'future', 'scales', 'ggplot2', 'zip', 'Cairo', 'tinytex', 'reticulate'), repos = 'https://cran.rstudio.com/')"
## Update and install
RUN tlmgr update --self --all
RUN tlmgr install ms
RUN tlmgr install beamer
RUN tlmgr install pgf
#Copy app dir and theme dirs to their respective locations
COPY iarr /srv/shiny-server/iarr
COPY iarr/reports/interim_annual_report/theme/SwCustom /opt/TinyTeX/texmf-dist/tex/latex/beamer/
#Force texlive to find my custom beamer theme
RUN texhash
EXPOSE 3838
## Add shiny-server information
COPY shiny-server.sh /usr/bin/shiny-server.sh
COPY shiny-customized.config /etc/shiny-server/shiny-server.conf
## Add dos2unix to eliminate Win-style line-endings and run
RUN apt-get update -y && apt-get install -y dos2unix
RUN dos2unix /usr/bin/shiny-server.sh && apt-get --purge remove -y dos2unix && rm -rf /var/lib/apt/lists/*
# Enable Logging from stdout
ENV SHINY_LOG_STDERR=1
RUN ["chmod", "+x", "/usr/bin/shiny-server.sh"]
CMD ["/usr/bin/shiny-server.sh"]

Give dockerized shiny application access to local volumes

I have a shiny application which I have containerised with Docker. Within the shiny application I use the shinyFiles library to allow the user to choose and upload a directory.
My server.R file looks something like this:
shinyServer(function(input, output, clientData, session) {
volumes <- c("Home (~)" = '~', "Current directory" = getwd(), "Root (/)" = '/')
shinyDirChoose(input, 'resultsLocation', roots=volumes, session=session)
})
and my ui.R file looks something like this:
library(shiny)
library(shinyFiles)
shinyUI(fluidPage(
shinyDirButton('resultsLocation', 'Browse...', title = 'Select a directory')
))
This is fine if I run the app locally through R, however, if I build and run the docker container, the user cannot access their local volumes, and instead are stuck within the docker container.
I followed this guide to set up my docker container (with the addition of running chmod +x shiny-server.sh to make the file executable) and everything other than the volumes is working. My Dockerfile looks like this:
# Install R version 3.6.0
FROM r-base:3.6.0
# Install Ubuntu packages
RUN apt-get update && apt-get install -y \
sudo \
gdebi-core \
pandoc \
pandoc-citeproc \
libcurl4-gnutls-dev \
libcairo2-dev/unstable \
libxt-dev \
libssl-dev
# Download and install ShinyServer (latest version)
RUN wget --no-verbose https://s3.amazonaws.com/rstudio-shiny-server-os-build/ubuntu-12.04/x86_64/VERSION -O "version.txt" && \
VERSION=$(cat version.txt) && \
wget --no-verbose "https://s3.amazonaws.com/rstudio-shiny-server-os-build/ubuntu-12.04/x86_64/shiny-server-$VERSION-amd64.deb" -O ss-latest.deb && \
gdebi -n ss-latest.deb && \
rm -f version.txt ss-latest.deb
# Install R packages that are required
RUN R -e "install.packages('shiny')"
RUN R -e "install.packages('shinyFiles')"
# Copy configuration files into the Docker image
COPY shiny-server.conf /etc/shiny-server/shiny-server.conf
COPY /app /srv/shiny-server/
# Make the ShinyApp available at port 3838
# EXPOSE 3838
# Copy further configuration files into the Docker image
COPY shiny-server.sh /usr/bin/shiny-server.sh
# Allow permissions
RUN chown -R shiny:shiny /srv/shiny-server
CMD ["/usr/bin/shiny-server.sh"]
And I build and run the container with:
docker build -t shiny_docker_test . ; docker run -p 3838:3838 shiny_docker_test
So, my question is: how can I access my local filesystem/volumes through the dockerised shiny app with shinyFiles? I'm sure there is a simple solution, but I am new to all of this stuff.
Use docker volume feature. For example:
In command line -v is used to map container directories with host directories
docker -v full_path_on_host:full_path_inside_container
Similarly, there is VOLUME keyword for same stuff while working on docker file.

grunt-cli doesn't work with docker volume mounted, fine without

I set up an angular development environment using the following Dockerfile (don't try to build this unless you're really enthusiastic, it takes an age).
FROM ubuntu:14.04
# build environment
RUN ["apt-get", "update"]
RUN ["apt-get", "install", "-y", "nodejs", "npm", "git"]
RUN ["ln", "-s", "/usr/bin/nodejs", "/usr/bin/node"]
RUN ["npm", "install", "-g", "yo"]
RUN ["npm", "install", "-g", "bower"]
RUN ["npm", "install", "-g", "grunt-cli"]
WORKDIR /home/angular
ADD ./package.json /home/angular/package.json
ADD ./bower.json /home/angular/bower.json
ADD ./dist /home/angular/dist
RUN ["npm", "install"]
RUN ["bower", "install", "--allow-root"]
# sass depedencies
ENV RUBY_MAJOR 2.2
ENV RUBY_VERSION 2.2.2
ENV RUBY_DOWNLOAD_SHA256 5ffc0f317e429e6b29d4a98ac521c3ce65481bfd22a8cf845fa02a7b113d9b44
# some of ruby's build scripts are written in ruby
# we purge this later to make sure our final image uses what we just built
RUN ["apt-get", "install", "-y", "curl"]
RUN apt-get update \
&& apt-get install -y autoconf bison libgdbm-dev ruby \
&& rm -rf /var/lib/apt/lists/* \
&& mkdir -p /usr/src/ruby \
&& curl -fSL -o ruby.tar.gz "http://cache.ruby-lang.org/pub/ruby/$RUBY_MAJOR/ruby-$RUBY_VERSION.tar.gz" \
&& echo "$RUBY_DOWNLOAD_SHA256 *ruby.tar.gz" | sha256sum -c - \
&& tar -xzf ruby.tar.gz -C /usr/src/ruby --strip-components=1 \
&& rm ruby.tar.gz \
&& cd /usr/src/ruby \
&& autoconf \
&& ./configure --disable-install-doc \
&& make -j"$(nproc)" \
&& make install \
&& apt-get purge -y --auto-remove bison libgdbm-dev ruby \
&& rm -r /usr/src/ruby
# skip installing gem documentation
RUN echo 'gem: --no-rdoc --no-ri' >> "$HOME/.gemrc"
# install things globally, for great justice
ENV GEM_HOME /usr/local/bundle
ENV PATH $GEM_HOME/bin:$PATH
ENV BUNDLER_VERSION 1.10.5
RUN gem install bundler --version "$BUNDLER_VERSION" \
&& bundle config --global path "$GEM_HOME" \
&& bundle config --global bin "$GEM_HOME/bin"
# don't create ".bundle" in all our apps
ENV BUNDLE_APP_CONFIG $GEM_HOME
RUN gem install compass
VOLUME ["/home/me/code/correspondence/client/dist"]
ADD ./ /home/angular
If I run this with:
sudo docker run -it me/angular /bin/bash
I can use grunt build with no problems. Since I haven't attached a volume to dist that build is no use to other containers such as the webserver. But running:
sudo docker run -itv /home/me/code/correspondence/client/dist:/home/angular me/angular /bin/bash
results in the grunt build command no longer being usable in the container:
grunt-cli: The grunt command line interface. (v0.1.13)
Fatal error: Unable to find local grunt.
If you're seeing this message, either a Gruntfile wasn't found or grunt
hasn't been installed locally to your project. For more information about
installing and configuring grunt, please see the Getting Started guide:
http://gruntjs.com/getting-started
The only difference is adding the volume. How does adding the volume result in this different behaviour?
I suppose that's because you have placed some files to /home/angular in image and when you're mounting your volume to the same path (/home/angular), your volume hides original files.
Quote from documentation:
Note: If the path /opt/webapp already exists inside the container’s
image, its contents will be replaced by the contents of /src/webapp on
the host to stay consistent with the expected behavior of mount
Try to mount volume to another directory, /home/angular/dist/client, for instance.

Resources