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								---
							 
						 
					
						
							
								
									
										
										
										
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								title: MLflow Connector | OpenMetadata ML Model Integration
							 
						 
					
						
							
								
									
										
										
										
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								description: Connect MLflow to OpenMetadata seamlessly with our comprehensive connector guide. Learn setup, configuration, and ML model metadata integration in minutes.
							 
						 
					
						
							
								
									
										
										
										
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								slug: /connectors/ml-model/mlflow
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								---
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								{% connectorDetailsHeader
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								name="MLflow"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								stage="PROD"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								platform="OpenMetadata"
							 
						 
					
						
							
								
									
										
										
										
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								availableFeatures=["ML Features", "Hyperparameters", "ML Store"]
							 
						 
					
						
							
								
									
										
										
										
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								unavailableFeatures=[]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								/ %}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								In this section, we provide guides and references to use the MLflow connector.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								Configure and schedule MLflow metadata and profiler workflows from the OpenMetadata UI:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  [Requirements ](#requirements ) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  [Metadata Ingestion ](#metadata-ingestion ) 
						 
					
						
							
								
									
										
										
										
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								-  [Troubleshooting ](/connectors/ml-model/mlflow/troubleshooting ) 
						 
					
						
							
								
									
										
										
										
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								{% partial file="/v1.7/connectors/ingestion-modes-tiles.md" variables={yamlPath: "/connectors/ml-model/mlflow/yaml"} /%}
							 
						 
					
						
							
								
									
										
										
										
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								## Requirements
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								To extract metadata, OpenMetadata needs two elements:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  **Tracking URI**: Address of local or remote tracking server. More information on the MLflow documentation [here ](https://www.mlflow.org/docs/latest/tracking.html#where-runs-are-recorded ) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  **Registry URI**: Address of local or remote model registry server. 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								## Metadata Ingestion
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								{% partial 
							 
						 
					
						
							
								
									
										
										
										
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								  file="/v1.7/connectors/metadata-ingestion-ui.md" 
							 
						 
					
						
							
								
									
										
										
										
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								  variables={
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    connector: "Mlflow", 
							 
						 
					
						
							
								
									
										
										
										
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								    selectServicePath: "/images/v1.7/connectors/mlflow/select-service.png",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    addNewServicePath: "/images/v1.7/connectors/mlflow/add-new-service.png",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    serviceConnectionPath: "/images/v1.7/connectors/mlflow/service-connection.png",
							 
						 
					
						
							
								
									
										
										
										
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								} 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								/%}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								{% stepsContainer %}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								{% extraContent parentTagName="stepsContainer" %}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Connection Details
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  **trackingUri**: Mlflow Experiment tracking URI. E.g., http://localhost:5000 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  **registryUri**: Mlflow Model registry backend. E.g., mysql+pymysql://mlflow:password@localhost:3307/experiments  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								{% /extraContent %}
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								{% partial file="/v1.7/connectors/test-connection.md" /%}
							 
						 
					
						
							
								
									
										
										
										
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								{% partial file="/v1.7/connectors/ml-model/configure-ingestion.md" /%}
							 
						 
					
						
							
								
									
										
										
										
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								{% partial file="/v1.7/connectors/ingestion-schedule-and-deploy.md" /%}
							 
						 
					
						
							
								
									
										
										
										
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								{% /stepsContainer %}