'How to run R Shiny App in Docker Container
I built a Docker Image for an R Shiny App and ran the corresponding container with Docker Toolbox on Windows 10 Home. When trying to open the App with my web browser, only the index is shown. I don't know why the app isn't executed.
The log shows me this:
*** warning - no files are being watched ***
[2019-08-12T15:34:42.688] [INFO] shiny-server - Shiny Server v1.5.12.1 (Node.js v10.15.3)
[2019-08-12T15:34:42.704] [INFO] shiny-server - Using config file "/etc/shiny-server/shiny-server.conf"
[2019-08-12T15:34:43.100] [INFO] shiny-server - Starting listener on http://[::]:3838
I already specified the app host-to-container path by executing the following command which refers to a docker hub image:
docker run --rm -p 3838:3838 -v /C/Docker/App/:/srv/shinyserver/ -v /C/Docker/shinylog:/var/log/shiny-server/ didsh123/ps_app:heatmap
My Docker File looks like the following:
# get shiny serves plus tidyverse packages image
FROM rocker/shiny-verse:latest
# 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
##Install R packages that are required--> were already succesfull
RUN R -e "install.packages(c('shinydashboard','shiny', 'plotly', 'dplyr', 'magrittr'))"
#Heatmap related packages
RUN R -e "install.packages('gpclib', type='source')"
RUN R -e "install.packages('rgeos', type='source')"
RUN R -e "install.packages('rgdal', type='source')"
# copy app to image
COPY ./App /srv/shiny-server/App
# add .conf file to image/container to preserve log file
COPY ./shiny-server.conf /etc/shiny-server/shiny-server.conf
##When run image and create a container, this container will listen on port 3838
EXPOSE 3838
###Avoiding running as root --> run container as user instead
# allow permission
RUN sudo chown -R shiny:shiny /srv/shiny-server
# execute in the following as user --> imortant to give permission before that step
USER shiny
##run app
CMD ["/usr/bin/shiny-server.sh"]
So when I address the docker ip and the assessed port in the browser, the app should run there, but only the index is displayed. I use the following line:
http://192.168.99.100:3838/App/
I'm glad for every hint or advice. I'm new to Docker, so I'm also happy for detailed explanations.
Solution 1:[1]
To use shiny with docker, I suggest you use the golem package. golem provides a framework for builing shiny apps. If you have an app developed according to their framework, the function golem::add_dockerfile() can be used to create dockerfiles automatically.
If you are not interested in a framework, You can still have a look at the source for add_dockerfile() to see how they manage the deployment. Their strategy is to use shiny::runApp() with the port argument. Therefore, shiny-server is not necessary in this case.
The Dockerfile in golem looks roughly like this
FROM rocker/tidyverse:3.6.1
RUN R -e 'install.packages("shiny")'
COPY app.R /app.R
EXPOSE 3838
CMD R -e 'shiny::runApp("app.R", port = 3838, host = "0.0.0.0")'
This will make the app available on port 3838. Of course, you will have to install any other R packages and system dependencies.
Additional tips
- To increase reproducibility, I would suggest you use
remotes::install_version()instead ofinstall.packages(). - If you are going to deploy several applications with similar dependencies (for example
shinydashboard), it makes sense to write your own base image that can be used in place ofrocker/tidyverse:3.6.1. This way, your builds will be much quicker.
Solution 2:[2]
Check the logs for any useful information? And exec into the container to verify if the App content is copied to the correct location.
Because the way /App content is copied looks incorrect
The content of /App is copied into the image to /srv/shiny-server/App during the build phase and you are trying to override /srv/shiny-server content using -v option when running the container.
Looks like during runtime the App data copied is being overwritten.
Try without -v /C/Docker/App/:/srv/shinyserver/ or use -v /C/Docker/App/:/srv/shinyserver/App/
docker run --rm -p 3838:3838 -v /C/Docker/shinylog:/var/log/shiny-server/ didsh123/ps_app:heatmap
Solution 3:[3]
Minimal Reproducible Example
Create an empty directory (can be called anything you want)
Inside it, create two things:
i. A file called
Dockerfileii. An empty directory called
appPlace your shiny app inside the directory called
app.- Your shiny app can be a single
app.Rfile, or, for older shiny apps,ui.Randserver.R. Either way is fine (see here for more on that).
- Your shiny app can be a single
- If unsure about any of the above, just copy the files found here.
Place this in Dockerfile
FROM rocker/shiny:latest
COPY ./app/* /srv/shiny-server/
CMD ["/usr/bin/shiny-server"]
In the terminal, cd to the root of the empty directory you created in step 1, and build the image with
docker build -t shinyimage .
Run the container with
docker run -p 3838:3838 shinyimage
Finally, visit this url to see your shiny app: http://localhost:3838/
Here's a copy of all of the above in case anything's unclear.
Sources
This article follows the attribution requirements of Stack Overflow and is licensed under CC BY-SA 3.0.
Source: Stack Overflow
| Solution | Source |
|---|---|
| Solution 1 | |
| Solution 2 | Avinash Reddy |
| Solution 3 | stevec |

