cmlutil

cmlutil is a command-line interface (CLI) tool designed to enhance the Cloudera Machine Learning (CML) experience. It provides various utilities and functionalities to help working with Cloudera Machine Learning.

cmlutil project command helps to migrate a CDSW/CML projects (along with associated assets like models, jobs and applications) to another CML workspace. This tool aims to solve for migrating projects from legacy CDSW clusters (which will be EOL'd soon) to CML public cloud/private cloud. The tool uses the host it is running on as its "scratch space" for temporarily holding project data and metadata before the project is fully migrated to the target CML workspace. This host is interchangeably referred to as "Bastion host" or "local machine" in this document.

CML Project migration documentation

The comprehensive documentation for project migration can be located within the GitHub wiki page.

Installation

Development mode

Clone the repo and run python3 -m pip install --editable . .
Check if the command cmlutil is running or not.
By installing the CLI in editable mode, any changes done to the source code would reflect in real-time without the need for re-installing again.

For production

To install from main branch:

python3 -m pip install git+https://github.com/cloudera/cmlutils@main

Or from a feature or release branch:

python3 -m pip install git+https://github.com/cloudera/cmlutils@<branch-name>

Development Guidelines

We use two formatting tools, namely black and isort to format our python repo. Please run these commands before commiting any changes. isort helps arranging the imports in a logical manner.
- They can be installed using python3 -m pip install black isort.
- Run black . while inside the root directory.
- Run isort --profile black ..

Reporting bugs and vulnerabilities

To report a vulnerability, please email security@cloudera.com . For more information, visit https://www.cloudera.com/contact-us/security.html .
To report a bug, please do it in "GitHub Issues".

Supplemental Disclaimer

Please read the following before proceeding.

Cloudera, Inc. (“Cloudera”) makes the cmlutil available as an open source tool for the convenience of its users. Although Cloudera expects that the tool will help users working with Cloudera Machine Learning, Cloudera makes cmlutil available “as is” and without any warranty or support. By downloading and using cmlutil, you acknowledge the foregoing statement and agree that Cloudera is not responsible or liable in any way for your use of cmlutil.