Parallel Execution Engine

Overview

For large-scale evaluation pipelines, OpenVals supports concurrent execution of multiple models and dataset prompts to minimize benchmarking runtimes.

CLI Usage

Use the parallel execution flags to specify concurrency and workers:

openvals benchmark \
  --dataset finance \
  --models mistral,llama3 \
  --parallel \
  --max-workers 2

Benefits

• Reduced benchmark runtime and faster iteration loops.
• Better scalability across high-throughput server clusters.
• SaaS-ready infrastructure designed for parallel enterprise workloads.