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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 one year ago
Votes Newest

Answers 42


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 one year ago

Alternatively, it would be good to specify both some requirements and auto-detect 🤔

  
  
Posted one year ago

  • This then looks for a module called foo , even though it’s just a namespaceI think this is the issue, are you using python package name spaces ?
    (this is a PEP feature that is really rarely used, and I have seen break too many times)
    Assuming you have from from foo.mod import what are you seeing in pip freeze ? I'd like to see if we can fix this, and better support namespaces
  
  
Posted one year ago

So a missing bit of information that I see I forgot to mention, is that we named our packages as foo-mod in pyproject.toml . That hyphen then get’s rewritten as foo_mod.x.y.z-distinfo .

foo-mod @ git+
  
  
Posted one year ago

We can change the project name’s of course, if there’s a suggestion/guide that will make them see past the namespace…

  
  
Posted one year ago

So from foo.mod import "translates" to foo-mod @ git+ None .. ?

  
  
Posted one year ago

Yes. Though again, just highlighting the naming of foo-mod is arbitrary. The actual module simply has a folder structured with an implicit namespace:

foo/
  mod/
    __init__.py
    # stuff

FWIW, for the time being I’m just setting the packages to all the packages the pipeline tasks sees with:

    packages = get_installed_pkgs_detail()
    packages = [f"{name}=={version}" if version else name for name, version in packages.values()]
    packages = task.data.script.requirements.get('pip', task.data.script.requirements.get('poetry')) or packages
    print(f"Task requirements:\n{packages}")
    tmp_requirements_file = "tmp_reqs.txt"
    with open(tmp_requirements_file, "w") as f:
        f.write("\n".join(packages) if isinstance(packages, list) else packages)
    
    # ...
    
    pipe.add_function_step(..., packages=tmp_requirements_file)
  
  
Posted one year ago

… And it’s failing on typing hints for functions passed in pipe.add_function_step(…, helper_function=[…]) … I guess those aren’t being removed like the wrapped function step?

  
  
Posted one year ago

Yes. Though again, just highlighting the naming of

foo-mod

is arbitrary. The actual module simply has a folder structured with an implicit namespace:

Yep I think this is exactly why it fails detecting it, let me check that

And it’s failing on typing hints for functions passed in

pipe.add_function_step(…, helper_function=[…])

… I guess those aren’t being removed like the wrapped function step?

Can you provide the log? I think I'm missing what exactly was added into the decorator that somehow fails the Task creation

  
  
Posted one year ago

There's no decorator, just e.g.

def helper(foo: Optional[Any] = None):
    return foo

def step_one(...):
    # stuff

Then the type hints are not removed from helper and the code immediately crashes when being run

  
  
Posted one year ago

Then the type hints are not removed from helper and the code immediately crashes when being run

Oh yes I see your point, that does make sense (btw removing the type hints will solve the issue)
regardless let me make sure this is solved

  
  
Posted one year ago

There's code that strips the type hints from the component function, just think it should be applied to the helper functions too :)

  
  
Posted one year ago