Im trying to expose my plumber server over Docker. I'm getting a log from plumber in RStudio that it's listening on my desired port. And swagger launches and runs fine (the API works ok via swagger in my browser connecting over the exposed port for Rstudio of 8787).
i'm running this command as:
docker run -e PASSWORD=rstudio --rm -it -p 8787:8787 -p 3038:3038 -v
"/Users/my_name/Google
Drive/r_files":"/home/rstudio/r-docker-tutorial" rocker/verse
if i do:
curl http://localhost:3038
I get 'Empty reply from server'
Likewise if i attempt to hit my endpoint in Postman i get 'Could not get any response'
So it appears that the port isn't being successfully proxied by Docker, but i'm a bit stuck as this doesn't make much sense!
Does anyone have any ideas?
Thanks
Dan
Here is a template Dockerfile we use to expose plumber API :
Dockerfile
FROM rocker/r-ver:4.0.0
WORKDIR /src
RUN apt-get update && apt-get install -y --no-install-recommends \
git-core \
libssl-dev \
libz-dev \
libcurl4-gnutls-dev \
libsodium-dev
RUN install2.r --error plumber \
data.table \
xgboost
COPY ./startup.R /var
COPY ./plumber.R /var
EXPOSE 8004
ENTRYPOINT ["R", "-f", "/var/startup.R", "--slave"]
startup.R
library(plumber)
pr <- plumb("plumber.R")
pr$run(host = "0.0.0.0", port = 8004)
plumber.R
#* Health check
#* #get /
#* #serializer unboxedJSON
function() {
list(status = "OK")
}
I was trying to configure a plumber service in Docker; while plumber replied to the queries made within the container successfully, those queries made from the host would always result in the following error curl: (56) Recv failure: Connection reset by peer.
I followed the code from the following example, part 1 and part 2.
The clue to the solution was provided in Bruno Tremblay's answer:
#startup.R
library(plumber)
pr <- plumb("plumber.R")
pr$run(host = "0.0.0.0", port = 8004)
The use of host="0.0.0.0" is the relevant bit (plumber uses host="127.0.0.1" by default)
Related
I have created an R Plumber API, and deploy it in a Docker image.
Dockerfile:
ARG R_VERSION=latest
FROM rocker/r-ver:${R_VERSION}
# install the linux libraries needed for plumber
RUN apt-get update -qq && apt-get install -y \
libssl-dev \
libcurl4-gnutls-dev
COPY / /
# Making home & test folders
RUN Rscript required-packages/required-packages.R
# Giving permission to tests to run
RUN chmod +x tests/run_tests.sh
# Run Tests
RUN tests/run_tests.sh
# open port 7575 to traffic
EXPOSE 7575
# when the container starts, start the main.R script
ENTRYPOINT ["Rscript", "./main.R"]
main.R
library(plumber)
r <- plumb("./plumber.R")
r$run(port = 7575, host = "0.0.0.0")
I run the container with the following command.
docker run --rm -p 7575:7575 'container-name'
On the machine, http://localhost:7575/echo works perfectly fine. However, I cannot call the API from an external computer with http://ip_address:7575/echo.
What could be the problem? As far as I know, the 7575 port is open.
I have a circleci pipeline, and after deployment I run a smoke test to check the application status. This is the code below:
smoke-test:
docker:
- image: python:3.10.5-alpine3.16
steps:
- checkout
- run:
name: Install dependencies
command: |
apk add --update --no-cache curl aws-cli tar gzip jq
- run:
name: Backend smoke test
command: |
export BACKEND_IP=$(aws ec2 describe-instances \
--filters "Name=tag:Name,Values=UdaPeople-backend-${CIRCLE_WORKFLOW_ID:0:5}" \
'Name=instance-state-name,Values=running' \
--query 'Reservations[*].Instances[*].PublicIpAddress' \
--output text)
export API_URL="http://${BACKEND_IP}:3030/api/status"
echo "${API_URL}"
wget "${API_URL}"
if curl -s -v "${API_URL}" | grep "ok"
then
return 0
else
return 1
fi
More details:
the server I am trying to query is an ec2 instance with a security group that allows all IP addresses on port 3030
I downloaded the container I am using in circle ci and tested the curl command and wget. It works perfectly
I have made more than 30 deployments, and the result is the same
The error output from circleci shows that it actually hits the IP address.
I increased the timeout seconds and also set the retries to 5
Please what could I be missing?
I'm interested in running a simple image like this behind a corporate Zscaler firewall:
FROM rocker/r-base
RUN apt-get update && apt-get install libssl-dev
CMD Rscript -e "install.packages('beepr')"
Building the image with docker build -t test . fails with errors like this:
Certificate verification failed: The certificate is NOT trusted. The certificate issuer is unknown. Could not handshake: Error in the certificate verification. [IP: ]
I've tried some of the solutions from here but they don't work. For example:
FROM rocker/r-base
# Add local certificate to Docker
ADD ./zscaler.cer /usr/local/share/ca-certificates/zscaler.crt
# Move the certificate to the cert dir of openssl and update certificates
RUN CERT_DIR=$(openssl version -d | cut -f2 -d \")/certs ; cp /usr/local/share/ca-certificates/zscaler.crt $CERT_DIR ; update-ca-certificates
# Try making https requests
RUN apt-get update && apt-get install libssl-dev
CMD Rscript -e "install.packages('beepr')"
Same errors persist with docker build -t test .. I've read some possible solutions online but all of them continually fail either for apt-get or for installing packages with R. Is there anyone who has experienced this and found a fix?
Apparently, the current advice is slightly wrong. The certificate should not go in /etc/ssl/certs/ (which is the result of CERT_DIR=$(openssl version -d | cut -f2 -d \")/certs) but rather on CERT_DIR=/usr/local/share/ca-certificates/ (at least on this Ubuntu image). After changing that, update-ca-certificates correctly updates the certificate an all HTTPS requests are successful.
This should work now:
FROM rocker/r-base
# Add local certificate to Docker
ADD ./zscaler.pem /usr/local/share/ca-certificates/ZscalerRootCertificate-2048-SHA256.crt
# update certificates
RUN update-ca-certificates
# Try making https requests
RUN apt-get update && apt-get install libssl-dev
CMD Rscript -e "install.packages('beepr')"
I'm trying to put my shiny app in docker container. My shiny app works totally fine on my local computer. But after dockerize my shiny app, I always have error message on my localhost like The application failed to start. The application exited during initialization..
I have no idea why that happens. I'm new to docker. How can I find the error logs when I run the docker image? I need the log to know what goes wrong.
Here 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( 'tidyverse', 'ggplot2','shiny','shinydashboard', 'DT', 'plotly', 'RColorBrewer'), 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"]
I built image and ran like below:
docker build -t myshinyapp .
docker run -p 80:80 myshinyapp
Usually the logs for any (live or dead) container can be found by just using:
docker logs full-container-name
or
docker logs CONTAINERID
(replacing the actual ID of your container)
As first said, this usually works as well even for stopped (not still removed) containers, which you can list with:
docker container ls -a
or just
docker ps -a
However, sometimes you won't even have a log, since the container was never created at all (which I think, by experience, fits more to your case)
And it can be happening simply because the docker engine is unable to allocate all of the resources that your service definition is requiring to have available.
The application failed to start. The application exited during initialization
is usually reflect of your docker engine being unable to get the required resources.
And the most common case for that, is just as simple as your host ports:
If you have another service (being dockerized or not) using (for example) that port that you want to use for your service (in your case, port 80) then Docker would just be unable to start your container.
So... in short... the easiest fix for that situation (and your first try whenever you face this kind of issues) is just to bind any other port from your host (say: 8080), to that 80 port that your service will be listening to internally (inside your container):
docker run -p 8080:80 myshinyapp
The same principle applies to unallocatable volumes (e.g.: trying to bind a volume as read-only that doesn't actually exist in the host)
As an aside comment/trick:
Since you're not setting a name for your container, you will need to use the container id instead when looking for its logs.
But instead of typing (or copy-pasting) the full container id (usually something like: 1283c66babea or even larger) you can just type in a few first digits instead, and it will still work as expected:
docker logs 1283c6 or docker logs 1283 or even docker logs 128
(of course... as long as you don't have any other 128***** container)
I am trying to launch a shiny app using ShinyProxy - something I have done many times before. However, this app is not correctly using any of the CSS or JS files that is required to make it run.
When I run the app manually with docker run -p 3838:3838 my_app everything works perfectly fine. However, when pointing ShinyProxy to the my_app image, the resulting app fails to load any CSS or JS files.
Dockerfile
FROM openanalytics/r-base
MAINTAINER Daniel Beachnau "DannyBeachnau#gmail.com"
# Dependencies outside of R
RUN apt-get update && apt-get install -y \
sudo \
gdebi-core \
pandoc \
pandoc-citeproc \
libcurl4-gnutls-dev \
libcairo2-dev \
libxt-dev \
xtail \
wget \
libpq-dev \
libmariadb-client-lgpl-dev \
# Might be needed for the archivist R-Library
dbus \
systemd \
# needed for odbc
unixodbc-dev
RUN apt-get install apt-transport-https curl -y
RUN curl http://packages.microsoft.com/keys/microsoft.asc | apt-key add -
RUN curl https://packages.microsoft.com/config/ubuntu/16.04/prod.list > /etc/apt/sources.list.d/mssql-release.list
RUN apt-get update
RUN ACCEPT_EULA=Y apt-get install msodbcsql17 -y
# Download R-Packages
# tidyverse
RUN R -e "install.packages('tidyr')"
RUN R -e "install.packages('dplyr')"
RUN R -e "install.packages('readr')"
# Shiny Packages
RUN R -e "install.packages('shiny')"
RUN R -e "install.packages('shinycssloaders')"
RUN R -e "install.packages('shinydashboard')"
RUN R -e "install.packages('shinyWidgets')"
RUN R -e "install.packages('DT')"
RUN R -e "install.packages('shinyjs')"
RUN R -e "install.packages('flexdashboard')"
# Database Packages
RUN R -e "install.packages('odbc')"
RUN R -e "install.packages('RMySQL')"
# Other
RUN R -e "install.packages('devtools')"
RUN R -e "install.packages('lubridate')"
RUN R -e "install.packages('reshape2')"
RUN R -e "install.packages('grid')"
RUN R -e "install.packages('lemon')"
RUN R -e "install.packages('scales')"
RUN R -e "install.packages('ggthemes')"
RUN R -e "install.packages('ggplot2')"
RUN R -e "devtools::install_bitbucket(repo = 'my_repo/my_package', auth_user = 'my_username', password = 'my_password')"
# copy the app to the image
COPY . /root
# run the script to update the app data
WORKDIR /root
RUN Rscript app_data_update.R
WORKDIR /root/app
COPY Rprofile.site /usr/lib/R/etc/
EXPOSE 3838
CMD ["R", "-e", "shiny::runApp('/root/app', host='0.0.0.0', port=3838)"]
application.yml
shiny:
proxy:
title: ShinyProxy Server
logo-url: /images/logo-image.png
landing-page: /
heartbeat-rate: 10000
heartbeat-timeout: 60000
container-wait-time: 60000
port: 8080
authentication: ldap
# Docker configuration
docker:
cert-path: /home/none
url: http://localhost:2375
port-range-start: 20000
support:
container-log-path: ./container-logs
mail-to-address: DannyBeachnau#gmail.co,
- name: my_apps_name
display-name: Shiny App
docker-image: dbeachnau/my_app
groups: [Shiny Users Management]
logo-url: /images/logo-image.png
container-volumes: ["/path/to/app:/root/app"]
logging:
file:
shinyproxy.log
Here is how app looks in shiny proxy.
problem
Here is hoe my app looks when running manually.
desired
The console in chrome's inspect tool is replete with errors such as
GET https://myshinyserver.com/container_name/font-awesome-5.3.1/css/all.min.css net::ERR_ABORTED 404 (Not Found)
I do have other apps running on ShinyProxy which display properly, but I cannot solve the difference between how those apps are configured to how this app is configured. Let me know if additional details are required for diagnosing the issue. All feedback is appreciated - thank you.
You're probably seeing this with Shiny v1.3.0, and not with earlier versions. If so, it's probably because of a misconfiguration in your NGINX proxy directives. I've written up the details here, but I'll also post the salient details here.
proxy_set_header Connection "upgrade";
This directive causes NGINX to add a Connection: upgrade header to every HTTP request, when it's only supposed to be used for WebSockets.
This line is recommended by NGINX Inc. themselves, however, those recommendations are intended for proxying of traffic that is exclusively WebSockets, whereas Shiny traffic is a combination of normal HTTP requests and WebSockets. Older versions of shiny/httpuv didn't mind this situation, but the new versions are stricter.
A correct configuration looks something like this:
http {
map $http_upgrade $connection_upgrade {
default upgrade;
'' close;
}
server {
listen 80;
location / {
proxy_pass http://localhost:3838;
proxy_redirect / $scheme://$http_host/;
proxy_http_version 1.1;
proxy_set_header Upgrade $http_upgrade;
proxy_set_header Connection $connection_upgrade;
proxy_read_timeout 20d;
proxy_buffering off;
}
}
}
See the articles linked in the RStudio Community post for other examples.
You will have to install the requested font at the top of your Dockerfile. You can add it to your list "Dependencies outside of R":
sudo apt-get install fonts-font-awesome
I have solved my problem, although, this still may not count as a sufficient answer or explanation, because I cannot account for why this solution makes a difference. I decided to rewrite the Dockerfile using a different base image which now works. Nothing else in my code changed - just the Dockerfile. The working docker file is as follows:
FROM rocker/shiny-verse
# based on debian 9
MAINTAINER Daniel Beachnau "DannyBeachnau#gmail.com"
# Dependencies outside of R
RUN apt-get update && apt-get install -y \
gnupg2 \
apt-utils \
sudo \
gdebi-core \
libxt-dev \
xtail \
wget
# Install ODBC driver from microsoft
RUN apt-get install apt-transport-https curl -y
RUN curl http://packages.microsoft.com/keys/microsoft.asc | apt-key add -
RUN curl https://packages.microsoft.com/config/debian/9/prod.list > /etc/apt/sources.list.d/mssql-release.list
RUN apt-get update
RUN ACCEPT_EULA=Y apt-get install msodbcsql17 -y
# Download R-Packages
# Shiny Packages
RUN R -e "install.packages('shinycssloaders')"
RUN R -e "install.packages('shinydashboard')"
RUN R -e "install.packages('shinyWidgets')"
RUN R -e "install.packages('DT')"
RUN R -e "install.packages('shinyjs')"
RUN R -e "install.packages('flexdashboard')"
# Database Packages
RUN R -e "install.packages('odbc')"
RUN R -e "install.packages('RMySQL')"
# Other
RUN R -e "install.packages('lubridate')"
RUN R -e "install.packages('reshape2')"
RUN R -e "install.packages('scales')"
RUN R -e "install.packages('ggthemes')"
RUN R -e "install.packages('ggplot2')"
RUN R -e "devtools::install_bitbucket(repo = 'my_repo', auth_user = 'my_username', password = 'my_password')"
# copy the app to the image
COPY . /root
# run the script to update the app data
WORKDIR /root
RUN Rscript app_data_update.R
WORKDIR /root/app
COPY Rprofile.site /usr/lib/R/etc/
EXPOSE 3838
CMD ["R", "-e", "shiny::runApp('/root/app', host='0.0.0.0', port=3838)"]
If anyone has insight to why this behavior is observed I would love to hear it because I am baffled to say the least.
why this solution makes a difference
It seems to be an issue with the Shiny version, changing the base image has very probably fixed that.
See Shiny apps not rendering after updated to v1.3.0