allegroai / clearml

ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
https://clear.ml/docs
Apache License 2.0
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Making more things query-able with big data databases (e.g., MongoDB) #1043

Open Make42 opened 1 year ago

Make42 commented 1 year ago

I read from someone from your team that not everything is query-able because of performance issues if everything is indexed. That makes sense in general. However, have you looked into MongoDB? It is a big data database (distributed) for JSON-like objects. Could it be feasible to use that as a back-end for all configuration/metadata-like data and it create a single index? In this spirit, maybe it would make sense to have far fewer config-concepts, but some that are powerful and merge the current concept's abilities? (Just food for thought.)