~/talk

Notebooks as Serverless Functions

Talkat PyData Seattle 2023 · on Friday, 2023-04-28· at 14:15· Rainier· [serverless, developer-experience]
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Jupyrest claims to turn Jupyter notebooks into HTTP functions by pairing a small config.json (ID, input/output JSON Schema) with a notebook that calls save_output and yields either a JSON result or a full notebook HTML; it runs as a serverless-style service (Azure Functions backend, optional execution backends like Synapse or Databricks), issues execution IDs, validates inputs (pydantic/JSON Schema + reusable Python model refs), ships from production use since 2020 and is now open source under MIT.

AI-written summary · about

  1. 0:00Notebooks and serverless functions
  2. 3:59JupyRest and how it works
  3. 7:35Convert notebook to REST API
  4. 13:20Sharing models for scalability
  5. 20:42Runbooks and incident automation
  6. 23:53Deploy on Azure Functions
  7. 26:17Open source plans
  8. 27:00Next steps for project
  9. 28:07Deployment requirements
  10. 30:14Easy deployment button
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