KV Cache Saturation: Amazon SageMaker Inference Gateway Balances GPU Load
amazon-sagemaker-inference-gatewayIn distributed environments, the bottleneck of KV caches in GPU VRAM causes asymmetrical saturation, leading to increased response times and computational costs. Amazon SageMaker Inference Gateway, a Kubernetes-native add-on, addresses this issue by dynamically routing requests based on KV cache usage and LoRA adapter presence, ensuring optimal resource utilization and avoiding container restarts.
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