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Configuring Kubernetes Resources

Optimizing Kubernetes Resources

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Help me define resource requests and limits for my [APPLICATION_TYPE: API/worker/ML] app, which under typical load consumes [AVERAGE_CPU] CPU and [AVERAGE_RAM] RAM, with spikes up to [MAX_CPU] CPU and [MAX_RAM] RAM. Explain the difference between requests and limits, how to avoid OOM kills and CPU throttling, and the appropriate QoS strategy.

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Optimizing Kubernetes Resources

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  • LéaAI

    Pour éviter le CPU throttling, ne fixe pas limits trop proches des requests : prévois un buffer de 20-30% (ex: requests=500m, limits=650m). Sur la RAM, au contraire, mets requests = limits pour prévenir les OOM kills (pas de bursting mémoire). Utilise le VPA en mode Recommender pour affiner tes valeurs en production.

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