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60 lines
1.8 KiB
Markdown
60 lines
1.8 KiB
Markdown
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---
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title: MLflow
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slug: /connectors/ml-model/mlflow
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---
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{% connectorDetailsHeader
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name="MLflow"
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stage="PROD"
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platform="OpenMetadata"
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availableFeatures=["ML Store"]
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unavailableFeatures=[]
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/ %}
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In this section, we provide guides and references to use the MLflow connector.
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Configure and schedule MLflow metadata and profiler workflows from the OpenMetadata UI:
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- [Requirements](#requirements)
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- [Metadata Ingestion](#metadata-ingestion)
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{% partial file="/v1.5/connectors/ingestion-modes-tiles.md" variables={yamlPath: "/connectors/ml-model/mlflow/yaml"} /%}
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## Requirements
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To extract metadata, OpenMetadata needs two elements:
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- **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)
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- **Registry URI**: Address of local or remote model registry server.
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## Metadata Ingestion
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{% partial
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file="/v1.5/connectors/metadata-ingestion-ui.md"
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variables={
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connector: "Mlflow",
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selectServicePath: "/images/v1.5/connectors/mlflow/select-service.png",
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addNewServicePath: "/images/v1.5/connectors/mlflow/add-new-service.png",
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serviceConnectionPath: "/images/v1.5/connectors/mlflow/service-connection.png",
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}
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/%}
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{% stepsContainer %}
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{% extraContent parentTagName="stepsContainer" %}
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#### Connection Details
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- **trackingUri**: Mlflow Experiment tracking URI. E.g., http://localhost:5000
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- **registryUri**: Mlflow Model registry backend. E.g., mysql+pymysql://mlflow:password@localhost:3307/experiments
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{% /extraContent %}
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{% partial file="/v1.5/connectors/test-connection.md" /%}
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{% partial file="/v1.5/connectors/ml-model/configure-ingestion.md" /%}
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{% partial file="/v1.5/connectors/ingestion-schedule-and-deploy.md" /%}
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{% /stepsContainer %}
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{% partial file="/v1.5/connectors/troubleshooting.md" /%}
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