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Answered
How Can I Ensure Tasks In A Pipeline Have The Same Environment As The Pipeline Itself? It Seems A Bit Counter-Intuitive That The Pipeline (Executed Remotely) Captures The Local Environment, But The Tasks (Executed Remotely) Do Not Use That Same Environmen

How can I ensure tasks in a pipeline have the same environment as the pipeline itself? It seems a bit counter-intuitive that the pipeline (executed remotely) captures the local environment, but the tasks (executed remotely) do not use that same environment?

  
  
Posted 2 years ago
Votes Newest

Answers 42


I think this is the main issue, is this reproducible ? How can we test that?

  
  
Posted 2 years ago

what format should I specify it

requirements.txt format e.g. ["package >= 1.2.3"]

Would this enforce that package on various components

This is a per component control, so you can have different packages / containers based on the componnent

Would it then no longer capture import statements?

This is replacing the auto detected packages, but obviously this fails to detect your internal repo package, which is the main issue here.
How is "internal package" installed, in other words can you send the pip freeze of th machine creating the pipeline ? because this is where the packages are detected (if packages are not installed you cannot infer the actual package name nor the version just from the import statement)

  
  
Posted 2 years ago

How or why is this the issue? I great something is getting lost in translation :D
On the local machine, we have all the packages needed. The code gets sent for remote execution, and all the local packages are frozen correctly with pip.
The pipeline controller task is then generated and executed remotely, and it has all the relevant packages.
Each component it launches, however, is missing the internal packages available earlier :(

  
  
Posted 2 years ago

Hi UnevenDolphin73 , when you say pipeline itself you mean the controller? The controller is only in charge of handling the components. Lets say you have a pipeline with many parts. If you have a global environment then it will force a lot of redundant installations through the pipeline. What is your use case?

  
  
Posted 2 years ago

is this repo installed on the machine creating the pipeline ?
You can also manually add it here `packages={"link_to_internal_python_package",]
None

  
  
Posted 2 years ago

Using the PipelineController with add_function_step

  
  
Posted 2 years ago

How or why is this the issue?

The main issue is a missing requirement on the Task component, and this is why it is failing.
You can however manually specify package (and I'm assuming this will solve the issue), but it should have autodetected, no?

  
  
Posted 2 years ago

not sure about this, we really like being in control of reproducibility and not depend on the invoking machine… maybe that’s not what you intend

  
  
Posted 2 years ago

The only thing I could think of is that the output of pip freeze would be a URL?

  
  
Posted 2 years ago

it does

not

include the “internal.repo” as a package dependency, so it crashes.

understood

And for the time being we have not used the decorators,

So how are you building the pipeline component ?

  
  
Posted 2 years ago

I’ve tracked it down further, it seems the pigar utility does not apply any smart logic there.
The case we have is the following -

  • We have a monorepo, but all modules/libs share a common namespace foo ; so e.g. working on module mod , we use from foo.mod import …
  • This then looks for a module called foo , even though it’s just a namespace
  • In the dist-info requirement, it seems any hyphen, dot, etc are swapped for an underscore, so our site-packages represents this as foo_mod-x.y.z-distinfo
  • This ends showing the available package is foo_mod
  • Specifically since foo is not generated, it is assumed local and dropped 🤔
  
  
Posted 2 years ago

Yes, for example.

  
  
Posted 2 years ago