Security News
Maven Central Adds Sigstore Signature Validation
Maven Central now validates Sigstore signatures, making it easier for developers to verify the provenance of Java packages.
By Sarah Gooding - Feb 06, 2025
New Case Study:See how Anthropic automated 95% of dependency reviews with Socket.Learn More →
google-cloud-pipeline-components
Advanced tools
google-cloud-pipeline-components
This SDK enables a set of First Party (Google owned) pipeline components that allow users to take their experience from Vertex AI SDK and other Google Cloud services and create a corresponding pipeline using KFP or Managed Pipelines.
- Maintainers
- 1
Google Cloud Pipeline Components
Google Cloud Pipeline Components (GCPC) provides predefined KFP components that can be run on Google Cloud Vertex AI Pipelines and other KFP-conformant pipeline execution backends. You can compose the components together into pipelines using the Kubeflow Pipelines SDK.
Documentation
User documentation
Please see the Google Cloud Pipeline Components user guide.
API documentation
Please see the Google Cloud Pipeline Components API reference documentation.
Release details
For details about previous and upcoming releases, please see the release notes.
Examples
- Train an image classification model using Vertex AI AutoML.
- Train a classification model using tabular data and Vertex AI AutoML.
- Train a linear regression model using tabular data and Vertex AI AutoML.
- Train a text classification model using Vertex AI AutoML.
- Use the Google Cloud pipeline components to upload and deploy a model.
Installation
Requirements
Install latest release
Use the following command to install Google Cloud Pipeline Components from PyPI.
pip install -U google-cloud-pipeline-components
FAQs
This SDK enables a set of First Party (Google owned) pipeline components that allow users to take their experience from Vertex AI SDK and other Google Cloud services and create a corresponding pipeline using KFP or Managed Pipelines.
We found that google-cloud-pipeline-components demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
Did you know?
Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.
Related posts
Security News
38% of CISOs Fear They’re Not Moving Fast Enough on AI
CISOs are racing to adopt AI for cybersecurity, but hurdles in budgets and governance may leave some falling behind in the fight against cyber threats.
By Sarah Gooding - Feb 04, 2025
Research
Security News
Go Supply Chain Attack: Malicious Package Exploits Go Module Proxy Caching for Persistence
Socket researchers uncovered a backdoored typosquat of BoltDB in the Go ecosystem, exploiting Go Module Proxy caching to persist undetected for years.
By Kirill Boychenko - Feb 04, 2025