Configuration

This section explains each of the properties in the configuration blade.

Fig 1: MLflow Configuration

General

Property	Description
Collection	This associates the Agent to a specific Collection (default to that of the current Data Stream).

Refer to Collections and Stream Hosts to understand more about Collections.

API Server

Property	Description
Use Variables	Tick to use variables for the API URL and Runtime URL fields; or untick to enter them manually.
API Url	The Url of an MLflow server that provides information about experiments and running models.

Model

Property	Description
Model Usage	The usage options: Production (default): choose from models promoted to Production. Staging: choose from models promoted to Staging. Specific Version: choose from all models and versions, excluding Archived ones.
Model	The name of the model to send data to. The list is populated with models retrieved from the API Url, and filtered according to the Model Usage.
Version Poll Interval (seconds)	The interval between requests to the API Server to check the published or staging version of the model being run. For Specific Version Model Usage, the request checks the selected model version is still available.

Runtime Server

Property	Description
Runtime Url	The URL at which the MLflow model has been published.

Before configuring the AI & ML Agent, please ensure that its input endpoint is connected to a parent Agent which will be sending data to it.

Input Mapping

A parent Agent attribute is mapped against each feature in the MLflow model's signature to provide it with input data.

Ensure that a signature is logged with the model before mapping the inputs. Refer to Setup Input Mappings for step-by-step instructions.

Endpoints

Name	Description
Input	This endpoint is used to receive data from the parent Agent.
Output	The output of the processed events are added to the input event data and made available at this endpoint. Events received from the parent Agent are made available to this endpoint, with the MLflow model's version and prediction appended to the original event.