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model_serving_endpoints in DAB updates every time

Binnisb
Visitor

Love the model_serving_endpoints in the dab, but now it takes over 6 minutes to deploy resources when they already exist. It says (updating) in the serving tab in the side bar even if nothing has changed.

Is there a way to not update the endpoints after initial deployment when the yml for the resource hasn't changed?

4 REPLIES 4

Alberto_Umana
Databricks Employee
Databricks Employee

Hi @Binnisb,

Thanks for your question, can you provide your yml deployment file? 

VZLA
Databricks Employee
Databricks Employee

@Binnisb thanks for your question!
As far as I'm aware of, there is currently no built-in way to prevent the serving endpoints from updating during deployment, even if the YAML hasn't changed. Each deployment checks for updates and goes through the update process regardless; I believe the update step is not solely based on whether the yml for the resource has changed or not. You can reaching out to Databricks support for feature enhancement requests.

binnisbj
Visitor

 

resources:
  model_serving_endpoints:
    embed_serving:
      name: embedding-gpu-m
      config:
        served_entities:
        - name: embedding-gpu-m
          entity_name: system.ai.bge_large_en_v1_5
          entity_version: "3"
          workload_size: Small
          scale_to_zero_enabled: true
          workload_type: GPU_MEDIUM
          min_provisioned_throughput: 0

Alberto_Umana
Databricks Employee
Databricks Employee

I have created an internal feature request for this behavior: DB-I-13108

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