Deployments How-Tos

Generated on 25 Apr 2025

Paperspace Deployments are containers-as-a-service that allow you to run container images and serve machine learning models using a high-performance, low-latency service with a RESTful API.

Getting Started

How to Create Deployments Using the Paperspace CLI

Create Gradient Deployments, get started, and use advanced features.

How to View Logs for Gradient Deployments

Access real time and post-workload system logs for Gradient Deployments.

How to View Metrics for Gradient Deployments

Access CPU usage, RAM usage, and requests issued metrics for Gradient Deployments.

How to Delete Paperspace Deployments

Delete a deployment to save on storage.

Configuration

How to Use Container Images for Paperspace Deployments

Choose a specific container image for a Deployment.

How to Use Paperspace Integrations

Connect repositories and storage solutions to your deployment.

How to Use Secrets and Environment Variables in Gradient Deployments

Use secrets in Gradient Deployments.

How to Manage Paperspace Containers

Manage containers to ensure reproducible results when using Notebooks, Workflows, and Deployments.

CI/CD Workflow

How to Deploy Using GitHub Actions with Gradient Deployments

A reference guide to using GitHub Actions with Gradient Deployments.

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