Black-box Evaluation

etalon performs black-box evaluation of both proprietary and open-source systems.

Check out the following resources to learn how to run etalon with both proprietary and open-source systems:

• Proprietary Systems
  • Export API Key and URL
  • Running Benchmark
• Open Source Systems
  • Launch vLLM Server
  • Export API Key and URL
  • Running Benchmark
  • Saving Results

Following figures show evaluations by etalon:

Token Rate Comparison

Above figure depicts throughput measured by etalon for different systems based on three different metrics:

• TPOT

• TBT

• fluid-token-generation-rate: Here we find minimum TBT latency such that 99% of requests have fluidity-index at least 0.9. Inverse of TBT latency is fluid-token-generation-rate.

TBT CDF

Above figure depicts TBT CDF for different systems. It is difficult to interpret the difference in TBT across different systems.

TBT Acceptance Rate Curve

Above figure clearly highlights the difference in TBT across different systems which was difficult to interpret in previous figure, TBT CDF.