Here at MSU’s W.K. Kellogg Biological Station for the 3rd week of NGS 2015 workshop by Dr. C. Titus Brown from UC Davis and a wealth of superstar instructors. This week is intended for advanced bioinformatics users and alum of the course to 1.) be a practice audience for new lessons and 2.) push our bioinformatics toolkits to a new level.
All tutorials are publicly available on this site:
Super excited to be here to learn some new bioinformatics techniques and also learn how these expert instructors explain complex instructions to newbies like me. 🙂
Here is schedule from the first 2 weeks of beginning level:
Today’s tutorial is on Docker! I have been interested in this for several months now, from interest in de novo transcriptome and genome assembly benchmarking with this site:
and Titus Brown’s blog posts:
Here is the tutorial:
Docker is an alternative to virtual machines, since 2013 has been popular. Solves some problems including software installation and versions. Does it solve problems for research and training? Commands in tutorial should work, just need to undestand concepts.
Let’s say you want to install a new software package to use. What do you do? Problem of spend 3 days installing stuff. Everything breaks when you update one thing for one software or for another reason. Standard problem with teaching students, who show up with different OS and hardware. Can start virtual machine simulation of another computer to run inside. But limited, cannot run bigger computer and then have different GUI to deal with. Instead, Docker is isolated lightweight containers. Can run several as processes, only take up as much memory as they need, can run from different OS, isolated. Problems solved with tech work with databases, web servers, etc. We are interested in Docker because scientific computing can benefit from reproducibility. Publications can provide Docker containers including software and data to send to people with instructions and allow other people to make things happen, build on, etc. This promotes collaboration. Can send analyses and data and software to people, don’t require everyone to have the same hardware.
- Launch EC2 instance. (Cloud cheaper option than buying new hardware. Rent what you use, don’t pay when you don’t need it. Amazon images are larger than local computer hardware.) Today’s tutorial will use 7 GB of memory. This is sometimes more than peoples’ computers, so we use an Amazon (AWS) EC2 image. http://angus.readthedocs.org/en/2015/amazon/index.html
- Get Docker, run as root user. You are now running a container within AWS EC2 instance.
- Update and install stuff on docker container. Porosity is user defined. Can get out to internet by default. No way for network to get into container, unless configured.
- Save docker image by typing ‘hostname’. Keep this host code.
- Save image by commit command with hostname:
- Add containers and run as needed.
- If you want to use data from outside container, mount data as symlink, mirrored data:
docker run -v /home/ubuntu/data:/data \ -it megahit
- Log back in to docker image, then your data will be there: ls /data
- Now you can run the megahit assembly software you installed on the docker image with the data you mounted.
- Now, output data from megahit assembly will be saved (because of symlink) on EC2 instance at
- Now you can write a script to both install, download, and run the software.
Note, docker is a security vulnerability hole between image and host computer files. Some HPC systems will not let you run Docker because of this.
Docker runs in a similar way to github with an account: https://hub.docker.com/
If you want to pull a public Dockerfile, just install docker. It will find script.
Sensible defaults. All you need is Dockerfile to make new docker image. Install docker, also need script to run. Docker image will run with local hardware. (Floating point numbers on different systems could lead to slightly different results.)
Do challenge exercises.
Super cool new commandline tricks:
cat < do-assemble.sh #! /bin/bash rm -fr /data/ecoli /home/megahit/megahit --12 /data/*.pe.fq.gz \ -r /data/*.se.fq.gz \ -o /data/ecoli -t 4 EOF
when typing commands, e.g. ‘docker’ will search history and show you last command with ‘docker’, again will show previous, etc.
Critical evaluations of Docker: