queueing
AI infra interview questions tagged queueing, across every topic.
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Concepts behind "queueing"
The curriculum that explains the ideas these questions test.
Core
Designing for Latency SLOsA latency objective is met or missed by the sum of a chain of delays, and the way to design for it is to write the chain down with a number on every link, find the links that dominate at the tail, and attack those. For an LLM request the chain is network, gateway, router, queue, prefill, then the decode loop, and the tail is shaped by queueing and by the size of the batch the request lands in. This page decomposes a 500 ms time-to-first-token budget link by link, derives how queueing turns a comfortable median into a broken p99, and gives the design moves (admission control, chunked prefill, priority lanes, hedging) that hold it.📐 AI Systems DesignSign in
Advanced
Capacity Planning and UtilizationCapacity planning for GPUs is deciding how many to have next quarter given that they cost money whether busy or not, that demand arrives in bursts, and that a queue near saturation produces waits that grow without bound. This page works the planning arithmetic for a serving fleet (peak demand, headroom, the p99 penalty of running hot) and a training platform (job mix, queue wait, the value of a shared pool), and gives the queueing intuition that makes 70% look full. The number that decides everything is utilization, and it has a ceiling set by latency, not by hardware.🧮 Napkin Math & Capacity🔒 Premium