Driverless AI Python Client

The Driverless AI Python client provides an API to easily interact with a Driverless AI server.

Supported Driverless AI Servers

• 1.8.0 - 1.8.10
• 1.9.0 - 1.9.1.1

Requirements

• python >= 3.6
• requests
• tabulate
• toml
• tornado

Feature Support

The client does not currently support the following Driverless AI features:

• Autoviz
• Diagnostics
• Deployments
• MLI BYOR
• mTLS authentication

If there are any features you’d like like to see in the client, please let us know at support@h2o.ai.

Additional Resources

• Driverless AI Documentation

Have Questions?

If you have questions about using Driverless AI, post them on the H2O.ai Community Slack workspace in the #driverless-ai channel. If you have not signed up for the H2O.ai Community Slack workspace, you can do so here: https://www.h2o.ai/community/.

Have Feedback?

Please send feedback to help improve the client and documentation to support@h2o.ai.

Table of Contents

• Getting Started
  • Installing the Client
  • Connecting to a Server
  • Loading Data
  • Running an Experiment
• Client
  • Interact with Server Entities
  • Get Information about the Server
• Server Objects
  • Dataset
  • Experiment
  • Interpretation
  • Project
  • Recipe
  • Utility
• Utilities
  • Server Check
  • Token Providers
• Concepts
  • create vs. create_async
  • server entity vs. server object
• Examples
  • Search Expert Settings
  • New Model with Same Parameters
  • Restart From Last Checkpoint
  • Retrain Final Pipeline
  • Use a Custom Model
  • Use a Custom Transformer
  • Use a Custom Scorer
• Frequently Asked Questions
  • What Driverless AI server version does the client work with?
  • How can I avoid hardcoding my password?
  • How can I suppress InsecureRequestWarning messages when initializing the client with verify=False?
  • Can I download to an external file system, such as s3?
• Changelog
  • [1.9.1.1] - 2021-02-24
  • [1.9.1.post1] - 2021-01-25
  • [1.9.1] - 2021-01-19
  • [1.9.0.6] - 2021-01-06
  • [1.9.0.5] - 2020-12-21
  • [1.9.0.4.post2] - 2020-12-02
  • [1.9.0.4.post1] - 2020-11-16
  • [1.9.0.4] - 2020-10-23
  • [1.9.0.3] - 2020-10-09
  • [1.9.0.2.post2] - 2020-09-28
  • [1.9.0.2.post1] - 2020-09-24
  • [1.9.0.2] - 2020-09-17
  • [1.9.0.1] - 2020-08-14
  • [1.8.7.2.post1] - 2020-07-17
  • [1.8.7.2] - 2020-07-17
  • [1.8.7.1-beta-0] - 2020-07-06
  • [1.8.7-beta-0] - 2020-06-23
  • [1.8.6.3-beta-1] - 2020-06-08
  • [1.8.6.3-beta-0] - 2020-05-29
  • [1.8.5.1-beta-0] - 2020-04-10
  • [1.8.4.1-beta-1] - 2020-03-17
  • [1.8.4.1-beta-0] - 2020-03-06