Progressive Rollout Strategy
Progressive deployment of a new model
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I want to progressively roll out my new [MODEL_B] to replace [MODEL_A] in production. Design a canary deployment strategy including: initial traffic percentage, monitoring metrics, criteria for increasing or reducing traffic, automated rollback plan, and estimated full deployment duration.
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Pensez à ajouter une métrique de "dérive de prédiction" (prediction drift) entre modèle_A et modèle_B pour détecter des divergences silencieuses avant qu'elles n'affectent les utilisateurs. Combinez-la avec un seuil de rollback immédiat si la dérive dépasse 5% sur un échantillon représentatif.
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