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Version: v0.64.0

Install

Requirements​

H2O MLOps version >= 0.40.0 is required in order to use the MLOps Python client.

Note

All examples apart from pump_data.py can be run using Python 3.6 or later. The pump_data.py example requires Python 3.8.7 or later for the 3.8 branch and 3.9.1 or later for the 3.9 branch due to a combination of issues with Python's asyncio, aiohttp and OpenSSL modules. Other versions may work too, but they won't work reliably.

Downloading the Python client​

To download the H2O MLOps Python client wheel, see the H2O MLOps downloads page.

Installing the Python client​

The following steps describe how to install the H2O MLOps Python client.

  1. Navigate to the MLOPs Python client wheel location and install using pip:

    Note

    This documentation uses pip for Python package installations. Alternatively, to install packages in Python3, use pip3.

    $ pip install <PYTHON_CLIENT_WHEEL_FOR_YOUR_VERSION_OF_MLOPS_PLATFORM>
    Tip

    Creating a Python virtual environment prior to installing the Python client and other dependencies is recommended. Following steps demonstrate how you can create a Python virtual environment, and then install the MLOps Python client in that virtual environment.

    1. Navigate to the Python client wheel location.

    2. Create a Python virtual environment:

      python<VERSION> -m venv <VIRTUAL-ENVIRONMENT-NAME>

    3. Activate the created Python virtual environment:

      source <VIRTUAL-ENVIRONMENT-NAME>/bin/activate

    4. Install MLOps Python client using pip:

      ./<VIRTUAL-ENVIRONMENT-NAME>/bin/pip install <PYTHON_CLIENT_WHEEL_FOR_YOUR_VERSION_OF_MLOPS_PLATFORM>

  2. Download the requirements.txt file that is compatible with your Python version in order to install the necessary dependencies:

    Python versions 3.6 - 3.9

    Python versions 3.7 - 3.10

  3. Install dependencies from the requirements.txt file:

    $ pip install -r requirements.txt
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