Skip to main content

OIDC auth plugin for MLflow

Project description

mlflow-oidc-auth

Mlflow auth plugin to use OpenID Connect (OIDC) as authentication and authorization provider

To get it just do pip install mlflow-oidc-auth (mlflow will come as a dependency)

Configuration

The plugin required the following environment variables but also supported .env file

Parameter Description
OIDC_REDIRECT_URI Application redirect/callback url (https://example.com/callback)
OIDC_DISCOVERY_URL OIDC Discovery URL
OIDC_CLIENT_SECRET OIDC Client Secret
OIDC_CLIENT_ID OIDC Client ID
OIDC_GROUP_DETECTION_PLUGIN OIDC plugin to detect groups
OIDC_PROVIDER_DISPLAY_NAME any text to display
OIDC_SCOPE OIDC scope
OIDC_GROUP_NAME User group name to be allowed login to MLFlow, currently supported groups in OIDC claims and Microsoft Entra ID groups
OIDC_ADMIN_GROUP_NAME User group name to be allowed login to MLFlow manage and define permissions, currently supported groups in OIDC claims and Microsoft Entra ID groups
OIDC_AUTHORIZATION_URL OIDC Auth URL (if discovery URL is not defined)
OIDC_TOKEN_URL OIDC Token URL (if discovery URL is not defined)
OIDC_USER_URL OIDC User info URL (if discovery URL is not defined)
SECRET_KEY Key to perform cookie encryption
OAUTHLIB_INSECURE_TRANSPORT Development only. Allow to use insecure endpoints for OIDC
LOG_LEVEL Application log level
OIDC_USERS_DB_URI Database connection string

Configuration examples

Okta

OIDC_DISCOVERY_URL = 'https://<your_domain>.okta.com/.well-known/openid-configuration'
OIDC_CLIENT_SECRET ='<super_secret>'
OIDC_CLIENT_ID ='<client_id>'
OIDC_PROVIDER_DISPLAY_NAME = "Login with Okta"
OIDC_SCOPE = "openid,profile,email,groups"
OIDC_GROUP_NAME = "mlflow-users-group-name"
OIDC_ADMIN_GROUP_NAME = "mlflow-admin-group-name"

Microsoft Entra ID

OIDC_DISCOVERY_URL = 'https://login.microsoftonline.com/<tenant_id>/v2.0/.well-known/openid-configuration'
OIDC_CLIENT_SECRET = '<super_secret>'
OIDC_CLIENT_ID = '<client_id>'
OIDC_PROVIDER_DISPLAY_NAME = "Login with Microsoft"
OIDC_GROUP_DETECTION_PLUGIN = 'mlflow_oidc_auth.plugins.group_detection_microsoft_entra_id'
OIDC_SCOPE = "openid,profile,email"
OIDC_GROUP_NAME = "mlflow_users_group_name"
OIDC_ADMIN_GROUP_NAME = "mlflow_admins_group_name"

please note, that for getting group membership information, the application should have "GroupMember.Read.All" permission

Development

Preconditions:

The following tools should be installed for local development:

  • git
  • nodejs
  • Python
git clone https://github.com/data-platform-hq/mlflow-oidc-auth
cd mlflow-oidc-auth
./scripts/run-dev-server.sh

License

Apache 2 Licensed. For more information please see LICENSE

Based on MLFlow basic-auth plugin

https://github.com/mlflow/mlflow/tree/master/mlflow/server/auth

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

mlflow_oidc_auth-2.0.0.tar.gz (302.1 kB view details)

Uploaded Source

Built Distribution

mlflow_oidc_auth-2.0.0-py3-none-any.whl (308.1 kB view details)

Uploaded Python 3

File details

Details for the file mlflow_oidc_auth-2.0.0.tar.gz.

File metadata

  • Download URL: mlflow_oidc_auth-2.0.0.tar.gz
  • Upload date:
  • Size: 302.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.1.0 CPython/3.12.4

File hashes

Hashes for mlflow_oidc_auth-2.0.0.tar.gz
Algorithm Hash digest
SHA256 c2548dc381b8eee50b3c123548e3e072ed215a1dce3bcbab07472aa3804ed913
MD5 dbed9f284b95087d46f18798b26a8156
BLAKE2b-256 6f60e8570f4eb7bf157991227bd8644db7c8b6aaf8cf463793668db9169361e8

See more details on using hashes here.

File details

Details for the file mlflow_oidc_auth-2.0.0-py3-none-any.whl.

File metadata

File hashes

Hashes for mlflow_oidc_auth-2.0.0-py3-none-any.whl
Algorithm Hash digest
SHA256 da13eb1b420e8b60cbaee0833e9654201d188b38b4e4b825f4e5be68feb7d49e
MD5 dd55f71a744442a1993db3778a93ee97
BLAKE2b-256 54da0bec27ee1563b6ecfcaebb539fc518b57abf36df6f20268da0ace4947f10

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page