cancel
Showing results for 
Search instead for 
Did you mean: 
Machine Learning
Dive into the world of machine learning on the Databricks platform. Explore discussions on algorithms, model training, deployment, and more. Connect with ML enthusiasts and experts.
cancel
Showing results for 
Search instead for 
Did you mean: 

Serving model with custom scoring script to a real-time endpoint

M_B
New Contributor

Hi, new to databricks here and wasn't able to find relevant info in the documentation.


Is it not possible to serve a model with a custom scoring script to an online endpoint on databricks to customise inference ? the customisation is related to incoming data and formatting output, which doesn't seem to be part of the configs of the serving endpoint https://docs.databricks.com/api/azure/workspace/servingendpoints/updateconfig

1 REPLY 1

HaggMan
New Contributor III

If I'm understanding, all you really want to do is have a pre/post - process function running with your model, is that correct? If so, you can do this by using the MLflow pyfunc model. Something  like they do here:
https://docs.databricks.com/en/machine-learning/model-serving/deploy-custom-models.html

Or in this notebook (possibly a better example): https://docs.databricks.com/en/_extras/notebooks/source/machine-learning/deploy-mlflow-pyfunc-model-... 

Cheers. 

Connect with Databricks Users in Your Area

Join a Regional User Group to connect with local Databricks users. Events will be happening in your city, and you won’t want to miss the chance to attend and share knowledge.

If there isn’t a group near you, start one and help create a community that brings people together.

Request a New Group