Production Deployment & Serving

Deploy models into production microservices using FastAPI, ONNX, or Docker containers.

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1. REST API Serving (kiteml serve)

kiteml serve model.pkl --port 8000

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2. Exporting to ONNX & Docker

# ONNX Export
kiteml export model.pkl --format onnx --output model.onnx

# Docker Packaging
kiteml export model.pkl --format docker --output ./docker_deploy/