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Anyone Using Trains With Snakemake? I Am Running My Workflow With Snakemake In A Docker Container, And It Can Output To The Trains Server Of Course, But Executing A Task From Trains Ui Tries To Run The Script In Its Own Container... It Downloads An Ubuntu


There are a few things in my mind... Sorry if this is long. 🙃 I'm just running Snakemake in a docker container on my desktop to isolate dependencies. Inside the container they are run in the normal way with the snakemake command. My snakemake jobs are a variety of python and shell scripts. Snakemake works by using files as intermediaries between jobs. I have a workflow with 19000 job nodes in it.

  1. I have some trains task code right now just in my model training jobs, and that works great, although I am looking at how to amend jobs with further analysis artifacts, since I have a few branching jobs in my workflow that analyze the model outside of the training job.

  2. Snakemake has a kubernetes integration, so I am not sure if that conflicts with trains should I try to clone a trains experiment and run it from the trains UI with some new arguments.

  3. It looks like trains does automl, but my Snakemake job basically assumes any automl is going to originate from within a single snake job. I wonder how that would work with trains if I have a snake job that exposes hyperparameters as input arguments and doesn't do automl internally (this could be desirable), but I have the issue of how does trains properly invoke a snakemake job?

  4. I'm sure I'll come up with more... 😉

  
  
Posted 4 years ago
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