Research3h ago
FineServe Dataset Reveals Real-World LLM Workloads
A new dataset called FineServe captures fine-grained serving dynamics from a global commercial marketplace. It replaces coarse proxy traces with actual multi-model traffic patterns to better analyze arrival dynamics. This data helps systems engineers optimize throughput and latency for heterogeneous tasks. Practitioners can now benchmark serving infrastructure against authentic, volatile demand cycles.