Dynamically deploy models to match request targets #1
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Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Revamp configuration logic using Pydantic models for better validation and maintainability and extend settings with options related to model deployment through the gateway. Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Introduce model records to keep track of deployed models, their deployment type, and idle TTLs. Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Purge containers based on deployment type, implementing the following removal strategy for each one: - Static: Never remove - Manual: Remove if the TTL specified during manual deployment has been exceeded - Auto: Remove if the model has been idle for longer than the TTL specified during auto-deployment, according to the database model record Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Downgrade mlflow to avoid compatibility issues with CMS MLflow server. Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Rename internal services to avoid clashes with services in the CMS network. If we move to Docker Swarm or Kubernetes in the future, we should be able to use FQDNs to avoid conflicts, but for now this appears to be the simplest solution: * minio -> object-store * postgres -> db * rabbitmq -> queue Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
Signed-off-by: Phoevos Kalemkeris <phoevos.kalemkeris@ucl.ac.uk>
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