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AI Model Inference

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Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
May 31, 2024 · Cloud Native

Best Practices for Deploying AI Model Inference on Knative

This guide explains how to efficiently deploy AI model inference services on Knative by externalizing model data, using Fluid for accelerated loading, configuring secrets, ImageCache, graceful shutdown, probes, autoscaling parameters, mixed ECS/ECI resources, shared GPU scheduling, and observability features to achieve fast scaling, low cost, and high elasticity.

AI Model InferenceCloud NativeGPU
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Best Practices for Deploying AI Model Inference on Knative