LLMSYS-HPOBench provides the first large-scale dataset of 364,450 hyperparameter configurations for real-world LLM systems with 12-23 dimensions, 3-5 fidelity settings, and multiple inference and cost metrics.
Every measured configuration should have a stable identifier so that objectives, costs, hardware metrics, and execution logs can be joined unambiguously
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LLMSYS-HPOBench: Hyperparameter Optimization Benchmark Suite for Real-World LLM Systems
LLMSYS-HPOBench provides the first large-scale dataset of 364,450 hyperparameter configurations for real-world LLM systems with 12-23 dimensions, 3-5 fidelity settings, and multiple inference and cost metrics.