Top 50 throughput Interview Questions
The most frequently asked throughput questions across all roles and companies, ranked by real interview frequency. Updated daily.
Calculate GEMM arithmetic intensity and roofline-limited throughput from matrix dimensions and hardware properties.
AMDUse maximum flow and minimum cut to identify capacity bottlenecks in a directed distributed-system graph.
CitiRewrite request processing for higher throughput by deduplicating inputs and emitting bounded batches in one pass.
PigmentUse topological dynamic programming to find the path whose minimum edge throughput is as large as possible.
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Design an LLM serving architecture that balances throughput, latency, batching, memory use, and reliability.
Design a production ranking service that balances model accuracy with latency and throughput under large-scale traffic.
Chenega
Playstation Network
ENGIEAnalyze patient flow to find bottlenecks and improve throughput while protecting care quality and operational stability.
McKinsey &
Cleveland Clinic
Christus healthDesign a production LLM serving system that balances latency, throughput, cost, reliability, and safe degradation.
Dun & Bradstreet
Gainwell Technologies