Description

Python Client for Cloud AutoML ============================== |stable| |pypi| |versions| `Cloud AutoML`_: **AutoML API Python Client is now available in Vertex AI. Please visit** `Vertex SDK for Python <https://github.com/googleapis/python-aiplatform>`_ **for the new Python Vertex AI client.** Vertex AI is our next generation AI Platform, with many new features that are unavailable in the current platform. `Migrate your resources to Vertex AI <https://cloud.google.com/vertex-ai/docs/start/migrating-to-vertex-ai>`_ to get the latest machine learning features, simplify end-to-end journeys, and productionize models with MLOps. The `Cloud AutoML API <https://cloud.google.com/automl>`_ is a suite of machine learning products that enables developers with limited machine learning expertise to train high-quality models specific to their business needs, by leveraging Google's state-of-the-art transfer learning, and Neural Architecture Search technology. - `Client Library Documentation`_ - `Product Documentation`_ .. |stable| image:: https://img.shields.io/badge/support-stable-gold.svg :target: https://github.com/googleapis/google-cloud-python/blob/main/README.rst#stability-levels .. |pypi| image:: https://img.shields.io/pypi/v/google-cloud-automl.svg :target: https://pypi.org/project/google-cloud-automl/ .. |versions| image:: https://img.shields.io/pypi/pyversions/google-cloud-automl.svg :target: https://pypi.org/project/google-cloud-automl/ .. _Cloud AutoML: https://cloud.google.com/automl/docs/ .. _Client Library Documentation: https://cloud.google.com/python/docs/reference/automl/latest/summary_overview .. _Product Documentation: https://cloud.google.com/automl/docs/ Quick Start ----------- In order to use this library, you first need to go through the following steps: 1. `Select or create a Cloud Platform project.`_ 2. `Enable billing for your project.`_ 3. `Enable the Cloud AutoML.`_ 4. `Set up Authentication.`_ .. _Select or create a Cloud Platform project.: https://console.cloud.google.com/project .. _Enable billing for your project.: https://cloud.google.com/billing/docs/how-to/modify-project#enable_billing_for_a_project .. _Enable the Cloud AutoML.: https://cloud.google.com/automl/docs/ .. _Set up Authentication.: https://googleapis.dev/python/google-api-core/latest/auth.html Installation ~~~~~~~~~~~~ Install this library in a virtual environment using `venv`_. `venv`_ is a tool that creates isolated Python environments. These isolated environments can have separate versions of Python packages, which allows you to isolate one project's dependencies from the dependencies of other projects. With `venv`_, it's possible to install this library without needing system install permissions, and without clashing with the installed system dependencies. .. _`venv`: https://docs.python.org/3/library/venv.html Code samples and snippets ~~~~~~~~~~~~~~~~~~~~~~~~~ Code samples and snippets live in the `samples/`_ folder. .. _samples/: https://github.com/googleapis/google-cloud-python/tree/main/packages/google-cloud-automl/samples Supported Python Versions ^^^^^^^^^^^^^^^^^^^^^^^^^ Our client libraries are compatible with all current `active`_ and `maintenance`_ versions of Python. Python >= 3.9, including 3.14 .. _active: https://devguide.python.org/devcycle/#in-development-main-branch .. _maintenance: https://devguide.python.org/devcycle/#maintenance-branches Unsupported Python Versions ^^^^^^^^^^^^^^^^^^^^^^^^^^^ Python <= 3.8 If you are using an `end-of-life`_ version of Python, we recommend that you update as soon as possible to an actively supported version. .. _end-of-life: https://devguide.python.org/devcycle/#end-of-life-branches Mac/Linux ^^^^^^^^^ .. code-block:: console python3 -m venv <your-env> source <your-env>/bin/activate pip install google-cloud-automl Windows ^^^^^^^ .. code-block:: console py -m venv <your-env> .\<your-env>\Scripts\activate pip install google-cloud-automl Next Steps ~~~~~~~~~~ - Read the `Client Library Documentation`_ for Cloud AutoML to see other available methods on the client. - Read the `Cloud AutoML Product documentation`_ to learn more about the product and see How-to Guides. - View this `README`_ to see the full list of Cloud APIs that we cover. .. _Cloud AutoML Product documentation: https://cloud.google.com/automl/docs/ .. _README: https://github.com/googleapis/google-cloud-python/blob/main/README.rst Logging ------- This library uses the standard Python :code:`logging` functionality to log some RPC events that could be of interest for debugging and monitoring purposes. Note the following: #. Logs may contain sensitive information. Take care to **restrict access to the logs** if they are saved, whether it be on local storage or on Google Cloud Logging. #. Google may refine the occurrence, level, and content of various log messages in this library without flagging such changes as breaking. **Do n