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I'm proposing we refactor online feature retrieval to move most of the logic for get_online_features and get_online_features_async methods from FeatureStore class in feature_store.py to new methods in OnlineStore class that will have default implementations. This shouldn't be breaking change, nor impact performance in any way, but offers a number of advantages.
This more closely follows the structure of OfflineStore class that has get_historical_features as one of it's methods.
Simplifies the implementation of remote online store as all request info will be exposed to OnlineStore provider. Feature Services are really tricky to implement now.
Related to the point above, simplifies security checks in remote servers as more of request context is available to be passed to the server.
Will be a step in a direction to address long-standing issue with our online stores that require us making a single round-trip to the database for each feature view because only a single feature view at a time is exposed to online store provider.
The text was updated successfully, but these errors were encountered:
I'm proposing we refactor online feature retrieval to move most of the logic for
get_online_features
andget_online_features_async
methods fromFeatureStore
class infeature_store.py
to new methods inOnlineStore
class that will have default implementations. This shouldn't be breaking change, nor impact performance in any way, but offers a number of advantages.OfflineStore
class that hasget_historical_features
as one of it's methods.The text was updated successfully, but these errors were encountered: