What factors affect AI inference latency?

What factors affect AI inference latency?

AI inference latency can be influenced by model complexity, hardware performance, and data preprocessing time.

How does model size impact latency?

Larger models typically require more computational resources, which can increase inference time.

Are there ways to optimize inference latency?

Yes, techniques like model quantization, pruning, and using specialized hardware can help reduce latency.

What role does batch size play in inference?

Batch size can affect latency; larger batches can improve throughput but may increase individual request latency.

Can I measure inference latency?

Absolutely! You can measure it using profiling tools or by timing the inference calls in your application.