Dirk Eddelbuettel
2022-Jun-13 16:36 UTC
[R-sig-Debian] Trying to install r-stan without using rocker
Jesse, On 13 June 2022 at 12:19, Jesse McMullen-Crummey wrote: | Hi All, | | I found your mailing list via a stack overflow mention. I?m currently on my second full day of trying to build a docker container to use as an AWS lambda fcn and am feeling pretty stuck - I was hoping someone here could help. It needs to support python+R+rstan. If something does not work, I usually backtrack. You start from python:3.8-slim-bullseye. That is your right. But this is a Debian-and-R mailing list, so we may not have started from there. I maintain and curate several sets of Rocker containers building either on - plain Debian as our rocker/r-base which is also the official r-base - Ubuntu because I can then use Ubuntu binaries as from c2d4u or now also r2u If I were, I'd the same. With either base set you should get to 'apt install r-cran-rstan' easily, and adding your other package is easy. (If you look at work I worked on recently via its site https://eddelbuettel.github.io/r2u/ you will see that staring from eg eddelbuettel/r2u:22.04 you can run a single Rscript -e 'install.packages(c("rstan", "stringr", "gtools", "tidyr"))' without issues giving your the R side to which you can then add your Python requirements. I usually try that first interactively in the same Docker container. If all that fails, maybe you want to emphasize Python first and use Anaconda via mamba. Some folks had good luck with that (but don't mix and match, only tears result from that). We cannot help with *conda here. Dirk | I currently construct the docker image from a python/debian base image. I can get R working fine, but when I try to run an r-stan script within the lambda function I get a ?there is no package called Stan?, despite a good 5 minutes of the image build being dedicated to the download of rstan. Am looking for advice here on how to proceed. My current dockerfile follows? | | ################ | FROM python:3.8-slim-bullseye | | ENV DEBIAN_FRONTEND=noninteractive | | ENV LC_ALL=C.UTF-8 | ENV LANG=en_US.UTF-8 | ENV TZ=:/etc/localtime | ENV PATH=/var/lang/bin:/usr/local/bin:/usr/bin/:/bin:/opt/bin | ENV LD_LIBRARY_PATH=/var/lang/lib:/lib64:/usr/lib64:/var/runtime:/var/runtime/lib:/var/task:/var/task/lib:/opt/lib | ENV LAMBDA_TASK_ROOT=/var/task | ENV LAMBDA_RUNTIME_DIR=/var/runtime | | # Define custom function directory | ARG FUNCTION_DIR="/var/task" | WORKDIR ${FUNCTION_DIR} | | # Install aws-lambda-cpp build dependencies + r | RUN apt-get update && \ | apt-get install -y \ | g++ \ | make \ | cmake \ | unzip \ | libcurl4-openssl-dev \ | r-base | | COPY requirements.txt . | COPY irt_dim_red.R . | COPY . . | | #install the python requirements | RUN pip install -r requirements.txt | | COPY scripts/install_stan.R install_stan.R | | RUN Rscript "install_stan.R" | RUN R -e "install.packages('stringr')" | RUN R -e "install.packages('gtools')" | RUN R -e "install.packages('tidyr')" | | # Set the CMD to your handler (could also be done as a parameter override outside of the Dockerfile) | ENTRYPOINT [ "/usr/local/bin/python", "-m", "awslambdaric" ] | CMD [ "main.handler"] | Where the script install_rstan.R is: | | # Following instructions from | # https://github.com/stan-dev/rstan/wiki/Installing-RStan-on-Linux | | print("Running install_stan.R") | | ## Creating /home/rstudio/.R/Makevars | | dotR <- file.path(Sys.getenv("HOME"), ".R") | if (!file.exists(dotR)) dir.create(dotR) | M <- file.path(dotR, "Makevars") | if (!file.exists(M)) file.create(M) | cat("\nCXX14FLAGS=-O3 -march=native -mtune=native -fPIC", | "CXX14=clang++", | file = M, sep = "\n", append = TRUE) | | ## Installing rstan | | install.packages("rstan", dependencies=TRUE, type = "source") | | Any help would be massively appreciated. | | Jesse | | | ? | | | Jesse McMullen-Crummey, PhD (he/him) | Data Engineer | | | [[alternative HTML version deleted]] | | _______________________________________________ | R-SIG-Debian mailing list | R-SIG-Debian at r-project.org | https://stat.ethz.ch/mailman/listinfo/r-sig-debian -- dirk.eddelbuettel.com | @eddelbuettel | edd at debian.org
Jesse McMullen-Crummey
2022-Jun-13 18:25 UTC
[R-sig-Debian] Trying to install r-stan without using rocker
Hi All, I?ve followed Dirk?s advice and am now starting from: FROM eddelbuettel/r2u:22.04 While installing rstan using RUN Rscript -e 'install.packages(c("rstan", "stringr", "gtools", "tidyr"))' I can now get my lambda function running, but it throws an error when opening my Stan model, namely: "C++ compiler not found on system.? I would have thought that it would be part of this base image. Any thoughts would be appreciated. Jesse un 13, 2022, at 12:36 PM, Dirk Eddelbuettel <edd at debian.org> wrote:> > > Jesse, > > On 13 June 2022 at 12:19, Jesse McMullen-Crummey wrote: > | Hi All, > | > | I found your mailing list via a stack overflow mention. I?m currently on my second full day of trying to build a docker container to use as an AWS lambda fcn and am feeling pretty stuck - I was hoping someone here could help. It needs to support python+R+rstan. > > If something does not work, I usually backtrack. > > You start from python:3.8-slim-bullseye. That is your right. But this is a > Debian-and-R mailing list, so we may not have started from there. > > I maintain and curate several sets of Rocker containers building either on > - plain Debian as our rocker/r-base which is also the official r-base > - Ubuntu because I can then use Ubuntu binaries as from c2d4u or now also r2u > > If I were, I'd the same. With either base set you should get to 'apt install r-cran-rstan' > easily, and adding your other package is easy. (If you look at work I worked > on recently via its site https://eddelbuettel.github.io/r2u/ you will see > that staring from eg eddelbuettel/r2u:22.04 you can run a single > Rscript -e 'install.packages(c("rstan", "stringr", "gtools", "tidyr"))' > without issues giving your the R side to which you can then add your Python > requirements. I usually try that first interactively in the same Docker > container. > > If all that fails, maybe you want to emphasize Python first and use Anaconda > via mamba. Some folks had good luck with that (but don't mix and match, only > tears result from that). We cannot help with *conda here. > > Dirk > > > | I currently construct the docker image from a python/debian base image. I can get R working fine, but when I try to run an r-stan script within the lambda function I get a ?there is no package called Stan?, despite a good 5 minutes of the image build being dedicated to the download of rstan. Am looking for advice here on how to proceed. My current dockerfile follows? > | > | ################ > | FROM python:3.8-slim-bullseye > | > | ENV DEBIAN_FRONTEND=noninteractive > | > | ENV LC_ALL=C.UTF-8 > | ENV LANG=en_US.UTF-8 > | ENV TZ=:/etc/localtime > | ENV PATH=/var/lang/bin:/usr/local/bin:/usr/bin/:/bin:/opt/bin > | ENV LD_LIBRARY_PATH=/var/lang/lib:/lib64:/usr/lib64:/var/runtime:/var/runtime/lib:/var/task:/var/task/lib:/opt/lib > | ENV LAMBDA_TASK_ROOT=/var/task > | ENV LAMBDA_RUNTIME_DIR=/var/runtime > | > | # Define custom function directory > | ARG FUNCTION_DIR="/var/task" > | WORKDIR ${FUNCTION_DIR} > | > | # Install aws-lambda-cpp build dependencies + r > | RUN apt-get update && \ > | apt-get install -y \ > | g++ \ > | make \ > | cmake \ > | unzip \ > | libcurl4-openssl-dev \ > | r-base > | > | COPY requirements.txt . > | COPY irt_dim_red.R . > | COPY . . > | > | #install the python requirements > | RUN pip install -r requirements.txt > | > | COPY scripts/install_stan.R install_stan.R > | > | RUN Rscript "install_stan.R" > | RUN R -e "install.packages('stringr')" > | RUN R -e "install.packages('gtools')" > | RUN R -e "install.packages('tidyr')" > | > | # Set the CMD to your handler (could also be done as a parameter override outside of the Dockerfile) > | ENTRYPOINT [ "/usr/local/bin/python", "-m", "awslambdaric" ] > | CMD [ "main.handler"] > | Where the script install_rstan.R is: > | > | # Following instructions from > | # https://github.com/stan-dev/rstan/wiki/Installing-RStan-on-Linux > | > | print("Running install_stan.R") > | > | ## Creating /home/rstudio/.R/Makevars > | > | dotR <- file.path(Sys.getenv("HOME"), ".R") > | if (!file.exists(dotR)) dir.create(dotR) > | M <- file.path(dotR, "Makevars") > | if (!file.exists(M)) file.create(M) > | cat("\nCXX14FLAGS=-O3 -march=native -mtune=native -fPIC", > | "CXX14=clang++", > | file = M, sep = "\n", append = TRUE) > | > | ## Installing rstan > | > | install.packages("rstan", dependencies=TRUE, type = "source") > | > | Any help would be massively appreciated. > | > | Jesse > | > | > | ? > | > | > | Jesse McMullen-Crummey, PhD (he/him) > | Data Engineer > | > | > | [[alternative HTML version deleted]] > | > | _______________________________________________ > | R-SIG-Debian mailing list > | R-SIG-Debian at r-project.org > | https://stat.ethz.ch/mailman/listinfo/r-sig-debian > > -- > dirk.eddelbuettel.com | @eddelbuettel | edd at debian.org[[alternative HTML version deleted]]