Compatible with Metaflow-card-html

I would love to integrate Evidently solution into my current ML deployment framework: Metaflow It supports visualizing rich HTML as Metaflow Cards.

Specifically, it is possible to use a special card (type=‘html’) that support interactive visualizations in html format.

But, Metaflow requires the final html file to be stored as a class attribute (self.html) so it can be rendered.

I identified the protected method, _repr_html_(), which outputs the content of HTML. But in order to make it work, it has to be using the “inline” mode, instead of the current hard-coded “auto”

Would it be possible to make this a selectable parameter, that by default = “auto”? Or even better, expose a non-protected method to print the html output so then it becomes fully compatible with Metaflow?

contents of data_stability._repr_html_():

changing to “inline” mode:

        from evidently.renderers.notebook_utils import determine_template
        from evidently.utils.dashboard import TemplateParams

        dashboard_id, dashboard_info, graphs = data_stability._build_dashboard_info()
        template_params = TemplateParams(
            dashboard_id=dashboard_id,
            dashboard_info=dashboard_info,
            additional_graphs=graphs,
        )
        self.html = data_stability._render(
            determine_template("inline"), template_params
        )

[marcellovictorino]

Sounds great! I would be happy to raise a PR for it 😃

It ties in so nicely with Metaflow! I will aim to get it done before the end of this week.

Cheers! Marcello Victorino

Sent from my iPhone

On 29 Nov 2022, at 18:51, elenasamuylova @.***> wrote:

Hi Marcello @marcellovictorino, that is so awesome! Glad it is solved. Would you be interested in making the contribution to the docs here?

You can create a PR with exactly the text that you shared here and place it in a new evidently-and-metaflow.md here https://github.com/evidentlyai/evidently/tree/main/docs/book/integrations.

Want to make sure we give the right credit! 😃

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[elenasamuylova]

Thanks for the contribution @marcellovictorino! Merged and already in the docs: https://github.com/evidentlyai/evidently/issues/464

Feel free to join our Discord community, too, would be glad to give the contributor role there too! https://discord.com/invite/xZjKRaNp8b