oci-mlflow
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The Oracle Cloud Infrastructure (OCI) MLflow plugin empowers users of OCI by providing seamless integration with OCI resources, allowing them to effectively manage the entire life cycle of their machi...
OCI Mlflow Plugin
The OCI MLflow plugin enables OCI users to use OCI resources to manage their machine learning usecase life cycle. This table below provides the mapping between the MLflow features and the OCI resources that are used.
| MLflow Use Case | OCI Resource |
|---|---|
| User running machine learning experiments on notebook, logs model artifacts, model performance etc | Data Science Jobs, Object Storage, MySQL |
| Batch workloads using spark | Data Flow, Object Storage, MySQL |
| Model Deployment | Data Science Model Deployment |
| User running machine learning experiments on notebook, logs model artifacts, model performance etc | Object Storage, MySQL |
Installation
To install the oci-mlflow plugin call -
python3 -m pip install oci-mlflow
To test the oci-mlflow plugin call -
mlflow deployments help -t oci-datascience
Documentation
- OCI MLflow Documentation
- Getting started with Oracle Accelerated Data Science SDK
- Getting started with OCI Data Science Jobs
- Getting started with Data Science Environments
- Getting started with Custom Conda Environments
- Oracle AI & Data Science Blog
- OCI Documentation
Examples
Running MLflow projects on the OCI Data Science jobs and Data Flow applications -
export MLFLOW_TRACKING_URI=<tracking server url>
mlflow run . --experiment-name My-Experiment --backend oci-datascience --backend-config ./oci-datascience-config.json
Deploying MLflow models to the OCI Model Deployments -
mlflow deployments help -t oci-datascience
export MLFLOW_TRACKING_URI=<tracking server url>
mlflow deployments create --name <model deployment name> -m models:/<registered model name>/<model version> -t oci-datascience --config deploy-config-file=deployment_specification.yaml
Contributing
This project welcomes contributions from the community. Before submitting a pull request, pleasereview our contribution guide
Find Getting Started instructions for developers in README-development.md
Security
Consult the security guide SECURITY.md for our responsible security vulnerability disclosure process.
License
Copyright (c) 2023 Oracle and/or its affiliates. Licensed under the Universal Permissive License v1.0
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