Deployments Reference

Validated on 14 Dec 2023 • Last edited on 17 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.

APIs & CLIs

Paperspace API Reference

Programmatically manage Paperspace resources using conventional HTTP requests.

Paperspace CLI Reference

Install and use the new Paperspace Command Line Interface.

Gradient API, CLI, and SDK Reference

Install and use the Gradient Command Line Interface to manage Notebooks, Deployments, and Workflows programmatically.

Additional References

Deployment Spec Reference

Paperspace allows you to tailor your deployment via configuration or spec definitions.

Autoscaling Configuration for Gradient Deployments

Configure autoscaling to handle scale up and down events for your deployment.

Public and Protected Endpoints in Gradient Deployments

Gradient deployments have two levels of endpoint security with different levels of access to the service.

Health Checks for Gradient Deployments

Configure health checks that monitor the health and readiness of Gradient Deployments.

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