Closed astrojuanlu closed 3 months ago
Note to reviewers:
The idea of this page is to complement kedro-mlflow
documentation, and in fact it contains several references to it. What this adds then is:
kedro-mlflow
The idea is for this page to serve as brief collection of MLOps use cases, and to use this as a template for future integrations.
I'm paging @stichbury as well because I was somewhat careless with the prose in certain parts.
I confess disclose that Lilli wrote the first 2 paragraphs.
Is it possible to keep kedro-mlflow as its own section? The current structure is by feature, "tracking", "artifact". The rest of our docs usually start from "basic" -> "advance".
I went back and forth several times on how to structure this page. I like how I ended up making 1 section per use case but I agree there might be other ways. Awaiting for @stichbury's take on this.
I went back and forth several times on how to structure this page. I like how I ended up making 1 section per use case but I agree there might be other ways. Awaiting for @stichbury's take on this.
I found the sectioning useful but agree with @noklam that we usually break into simple and advanced usage. Can I suggest we do the same here and have the structure as follows, but will leave you to decide where the simple/advanced sections fall?
Maybe something like this?
However, I'm not that attached to this and if you want to stick with what you have, I'd say that's fine, but omit the basic second level "Use cases" header and promote all the following (currently 3rd level) to 2nd level.
kedro-mlflow
kedro-mlflow
kedro-mlflow
My biggest gripe with this is that it seems wrong to declare custom hooks as "basic" and using kedro-mlflow
, which is objectively fewer lines of code (just a pip install kedro-mlflow
away), "advanced". If anything, the former are more "custom", "ad-hoc", or "homegrown", whereas the latter is more "off-the-shelf".
I can totally see how someone starts with the custom hook ("basic"), then they start making it more complex because they need more functionality, and in the end it becomes way more difficult than just pip install kedro-mlflow
and let the plugin take care of it for you, assuming the plugin does more or less exactly what you want to do.
I can't work on your branch so I've forked and made a PR to commit back to it https://github.com/kedro-org/kedro/pull/3862
Please take a look, merge what you want, and I can review again when you have the entire page in your preferred final state (see comment about sectioning above).
I'd say that's fine, but omit the basic second level "Use cases" header and promote all the following (currently 3rd level) to 2nd level.
We agreed to do this 👍🏼 Will make the change today
Thanks for the review @Galileo-Galilei 🙏🏼 will address your comments ASAP.
I significantly reworked the order of the sections, but the content is largely the same. I think the flow is much nicer now - wouldn't have reached this stage without @Galileo-Galilei's insightful comments.
Please do have a look again.
@Galileo-Galilei in the interest of putting this in front of users already and given that I addressed your initial comments, I'm going ahead with merging this - but if you spot any glaring mistakes or further areas for improvement in a post-merge review, do leave a comment and I'll send another PR with the amendments 🙏🏼
Sorry Juan, readthedocs preview did not render well in my phone for some unknown reasons so it was hard to review. It does work on the latest branch though, so I had a chance to read it. It's much easier to read now, thanks for the work!
Two minor comments I'll address in a further PR:
mlruns
is already in kedro's template .gitignore
mlflow.yml
, hence it simplifies the setup.Thanks!
The default
mlruns
is already in kedro's template.gitignore
Oh, I remembered https://github.com/kedro-org/kedro/pull/3765, and that we didn't follow suit with the starters...
About the customisation, I was hesitating about it myself, see https://github.com/kedro-org/kedro/pull/3856#discussion_r1625992865 I'd rather want to avoid mlrun
appearing in a Ctrl+K/F
of our docs for the time being, but I see your point around defaults. Maybe we can add mlflow_runs
to our .gitignore
s?
I really think this is a bad idea to create our own standard for many reasons:
mlruns
folder : if one use the debugger, runs the kedro pipeline before using the UI command, use runs a node interactively (e.g. in a notebook)... without having the proper setup he will likely ends ups with both an auto created mlruns folder and your custom mlflow_runs. He will see only partials runs in the UI, and eventually we will end up having some questions in slack because of this weird setup. I don't like the name either, but the point of having a standard is having everyone sticking to it and I think we should keeo this well established one (and I don't think having mlrun in the docs is a big deals, mlflow users usually know about mlruns folder)
I see your points, fair enough. @Galileo-Galilei do you want to send the PR yourself?
See #3541.
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