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You can use Neuron Monitor to monitor your Inf utilization. Neuron Monitor integrates with CloudWatch (see this documentation). One metric you can use to determine scaling is NeuronCore utilization. For example, you can average the number of NeuronCores with utilization that's higher than some threshold and scale up or down based on that.
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