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Artificial Intelligence•October 1, 2023•8 min read

Modal: Serverless Compute for AI Workloads

Modal provides serverless GPU compute optimized for AI and ML workloads.

#modal#serverless#gpu#ai

Modal runs Python code on serverless infrastructure. GPU instances spin up in seconds. Pay only for compute time. Container-based isolation.

Function Definition

Decorate functions to run on Modal. Specify container images and resources. Schedule functions or expose as endpoints. Share state between calls.

  • Define functions with @stub.function decorator
  • Specify GPU requirements
  • Use custom container images
  • Create web endpoints with @stub.web_endpoint
  • Schedule periodic execution

AI Workloads

Fast GPU cold starts for inference. Training jobs with checkpointing. Batch processing at scale. Cost-effective spot instances.

Tags

modalserverlessgpuaicompute