Docker + Python Environment Management

This page summarizes the projects mentioned and recommended in the original post on /r/docker

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  • docker-stacks

    Ready-to-run Docker images containing Jupyter applications

  • The disadvantages are that everytime I rebuild the entire docker image I have to pray that all the dependencies that I did not list did not change, because if they did, the build fails with a cryptic error message. Also if the list of pip installs gets too long, pip is no longer able to resolve all the dependencies and then the docker image does not build either. So actually not having a requirements.txt might be a disadvantage. Further, I do not like the fact that I have both Miniconda and "regular Python" in one file. This happened, because this Dockerfile evolved from one of the Jupyter Notebook Dockerfiles. My development environment is Jupyter and I wanted my production environment as close as possible to my development environment.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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