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Kedro CLI --help bootstraps project, which might trigger unintended imports #4399

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lordsoffallen opened this issue Jan 4, 2025 · 10 comments
Open

Kedro CLI --help bootstraps project, which might trigger unintended imports #4399

lordsoffallen opened this issue Jan 4, 2025 · 10 comments
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performance

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@lordsoffallen
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Description

Whenever I would like to check the CLI command arguments in kedro, it takes quite sometime to get it. I get the feeling that all internal configuration is being loaded which is unnecessary given that i pass the flag --help

Context

I would like to be able to see CLI args/params very fast.

Possible Implementation

Skipping kedro project/loading setting up when --help flag or help command is passed.
@lordsoffallen lordsoffallen added the Issue: Feature Request New feature or improvement to existing feature label Jan 4, 2025
@merelcht merelcht added the Community Issue/PR opened by the open-source community label Jan 4, 2025
@github-project-automation github-project-automation bot moved this to Wizard inbox in Kedro Wizard 🪄 Jan 4, 2025
@rashidakanchwala rashidakanchwala moved this from Wizard inbox to In Progress in Kedro Wizard 🪄 Jan 13, 2025
@rashidakanchwala
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Thank you @lordsoffallen for this feature request, we will groom this ticket and prioritise it accordingly.

@rashidakanchwala rashidakanchwala removed Issue: Feature Request New feature or improvement to existing feature Community Issue/PR opened by the open-source community labels Jan 15, 2025
@rashidakanchwala rashidakanchwala moved this from In Progress to Done in Kedro Wizard 🪄 Jan 15, 2025
@rashidakanchwala rashidakanchwala closed this as completed by moving to Done in Kedro Wizard 🪄 Jan 15, 2025
@rashidakanchwala rashidakanchwala moved this from Done to To Do in Kedro Framework Jan 15, 2025
@github-project-automation github-project-automation bot moved this from To Do to In Progress in Kedro Framework Jan 15, 2025
@astrojuanlu astrojuanlu moved this from In Progress to To Do in Kedro Framework Jan 20, 2025
@github-actions github-actions bot mentioned this issue Feb 1, 2025
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@astrojuanlu
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While we acknowledge the issue, from #1476 (comment) and linked PRs it can be seen that we've tried different approaches with pros and cons already. The slowness likely comes from plugins, becase --help also lists external subcommands.

This is not something we'll continue working on for now, but any ideas (and PRs) are more than welcome.

@astrojuanlu astrojuanlu added the Help Wanted 🙏 Contribution task, outside help would be appreciated! label Feb 3, 2025
@lordsoffallen
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@astrojuanlu Which plugins you mean?

To give a bit more background, when i do this: uvx --with kedro kedro run --help it runs super fast and i see command params but when I do kedro run --help then it takes 5 seconds. I think it just loads and setups of kedro related stuff and then invokes --help.

I might be completely bullshitting here, i haven't dug into the CLI section of the code much. I guess as a workaround i can just use the command above if it's not something doable.

@astrojuanlu
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@lordsoffallen If you have kedro-viz, kedro-mlflow etc then these will slow down kedro --help. That probably explains why uvx kedro run --help is faster than your kedro run --help from your current environment.

@lordsoffallen
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@lordsoffallen If you have kedro-viz, kedro-mlflow etc then these will slow down kedro --help. That probably explains why uvx kedro run --help is faster than your kedro run --help from your current environment.

I don't have any of that, just kedro itself. In this case, this is unexpected?

@astrojuanlu
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Interesting. If you want to lend us a hand, could you profile kedro run --help and uvx kedro run --help with pyinstrument and share the results? Either the raw data or https://www.speedscope.app/ screenshots.

@lordsoffallen
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Interesting. If you want to lend us a hand, could you profile kedro run --help and uvx kedro run --help with pyinstrument and share the results? Either the raw data or https://www.speedscope.app/ screenshots.

Output:

{"$schema": "https://www.speedscope.app/file-format-schema.json", "name": "CPU profile for 'Program: kedro run --help' at 2025-02-05T14-39-16", "activeProfileIndex": null, "exporter": "pyinstrument", "profiles": [{"type": "evented", "name": "CPU profile for 'Program: kedro run --help' at 2025-02-05T14-39-16", "unit": "seconds", "startValue": 0.0, "endValue": 4.821808338165283, "events": [{"type": "O", "at": 0.0, "frame": 0}, {"type": "O", "at": 0.0, "frame": 1}, {"type": "O", "at": 0.0, "frame": 2}, {"type": "O", "at": 0.0, "frame": 3}, {"type": "O", "at": 0.0, "frame": 4}, {"type": "C", "at": 0.05003798205871135, "frame": 4}, {"type": "O", "at": 0.05003798205871135, "frame": 5}, {"type": "C", "at": 0.09903035208117217, "frame": 5}, {"type": "C", "at": 0.11299886496271938, "frame": 3}, {"type": "C", "at": 0.169044584967196, "frame": 2}, {"type": "C", "at": 0.169044584967196, "frame": 1}, {"type": "O", "at": 0.169044584967196, "frame": 6}, {"type": "O", "at": 0.169044584967196, "frame": 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@astrojuanlu
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I confirm I can read the information. Indeed it took almost 5 seconds.

Your settings.py is importing a bunch of modules: your catalog includes models.llm, models.speech, models.image, and models.face, and that's consuming the most of your time.

This is because kedro run --help is calling the full bootstrap_project.

@ankatiyar from your past work on this, do you know if it's possible to avoid doing that? Or do we need to bootstrap the project for this?

@astrojuanlu astrojuanlu changed the title Kedro CLI --help slow Kedro CLI --help bootstraps project, which might trigger unintended imports Feb 5, 2025
@astrojuanlu astrojuanlu removed the Help Wanted 🙏 Contribution task, outside help would be appreciated! label Feb 5, 2025
@lordsoffallen
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"/home/ftopal/.cache/uv/archive-v0/M3jx5H7lhc4ewZSOu2g3I/lib/python3.10/site-packages/rope/base/pyobjectsdef.py", "line": 1}, {"name": "<module>", "file": "/home/ftopal/.cache/uv/archive-v0/M3jx5H7lhc4ewZSOu2g3I/lib/python3.10/site-packages/rope/base/builtins.py", "line": 1}, {"name": "<module>", "file": "/home/ftopal/.cache/uv/archive-v0/M3jx5H7lhc4ewZSOu2g3I/lib/python3.10/site-packages/rope/base/pyscopes.py", "line": 1}]}}

Output with uvx

@ankatiyar
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@astrojuanlu We do need the bootstrap_project() to load the metadata that goes into the before_command_run and after_command_run hooks, so it's hard to get rid of.

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@astrojuanlu @lordsoffallen @rashidakanchwala @merelcht @ankatiyar