Mode

Serverless GPU Services

The Serverless GPU service offers two operational modes, Develop and Deploy. Each mode is designed for different use cases to help you efficiently utilize GPU resources for your applications.

Development Mode

Development mode is optimized for one-time GPU tasks, immediate results delivery. Suitable for batch processing and analysis tasks. You can execute tasks using this command

float16 run <your_app> --name <name>

Limitations

• Maximum execution time: 30 seconds per task

• Concurrent tasks: 1 task per user

Spot Mode

We also offer another option in Development Mode for users who need to run tasks for more than 30 seconds. This new mode is called Spot Mode.

Usage:

float16 run --spot --name <task_name> --budget <budget_value>

In this mode, tasks can be interrupted by on-demand tasks if resources are insufficient. Once the on-demand task is completed, the spot task will automatically resume.

The system does not handle task staging. Users must manage task staging themselves, ensuring the task resumes from the last uncompleted position.

Production Mode

Production mode enables continuous GPU application deployment with API endpoint access.

float16 deploy <your_app> --project-id <project_id>

After successful deployment, you will receive:

• API endpoints for your application

• API key for authentication

• Two endpoint types available:

  • Function Endpoint : Container automatically stop after task completion

  • Server Endpoint : Container remains active during the time limit (30 seconds), supports multiple requests while container is active and automatic stop after time limit expiration.

Limitations

• Applications must be built using FastAPI framework.

• Single API key provided per deployment (Regenerate available)

• Maximum execution time: 30 seconds per task

• Concurrent tasks: 1 task per user