Open adchia opened 2 years ago
There's a "statistics" page in feature views that needs data to be populated. It's hidden by default behind a flag, but once we start pulling sample data and statistics in generating the json dump, this can be re-enabled
Have you spent time thinking about the initial stats that you want to trend here, and whether we can start producing those as part of DQM efforts?
Yeah cc @pyalex and @kevjumba
Simple statistics I think will go a long way. e.g. for numeric features min / max / % missing / # unique values etc. For DQM, probably also want a way to compare two data sets side by side.
I think ultimately that the best solution would actually be to enable users to arbitrarily run queries and explore the data within this UI. I'd envision that we also would want users to be able to plug in data they're interested in to this UI and/or do cool data visualizations.
Yeah cc @pyalex and @kevjumba
I think ultimately that the best solution would actually be to enable users to arbitrarily run queries and explore the data within this UI. I'd envision that we also would want users to be able to plug in data they're interested in to this UI and/or do cool data visualizations.
That's a good point. I attribute at least a part of the success of the likes of Grafana to its ability in dealing with the rendering of charts, but not standing in the way of whatever query you want to run. Some level of "batteries included" makes sense, but ultimately we'll see the best ideas from the community.
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Is your feature request related to a problem? Please describe. Several things are harder than they should be today:
Describe the solution you'd like A Feast Web UI that enables discovery of features, data sources, and models across projects.
feast ui
that scans subdirectories forfeature_store.yaml
and callsfeast registry-dump
and pipes it to a known location for the web UI to reference. It also should produce theproject-list.json
that we use for the landing page. This should also start the local web ui server.After initial launch
feature_store.yaml
which populates the landing page of a given project in the UI and is output in the "registry" dump)Describe alternatives you've considered A clear and concise description of any alternative solutions or features you've considered.
Additional context Add any other context or screenshots about the feature request here.