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BenchLLM The best way to evaluate LLM-powered apps

What is BenchLLM?

BenchLLM is a comprehensive evaluation tool designed specifically for applications powered by Large Language Models (LLMs). It provides a robust framework for developers to rigorously test and analyze the performance of their LLM-based code.

With BenchLLM, users can create and manage test suites, generate detailed quality reports, and leverage a variety of evaluation strategies, including automated, interactive, and custom approaches. This ensures thorough assessment and helps identify areas for improvement in LLM applications.

Features

  • Test Suites: Build comprehensive test suites for your LLM models.
  • Quality Reports: Generate detailed reports to analyze model performance.
  • Automated Evaluation: Utilize automated evaluation strategies.
  • Interactive Evaluation: Conduct interactive evaluations.
  • Custom Evaluation: Implement custom evaluation strategies.
  • Powerful CLI: Run and evaluate models with simple CLI commands.
  • Flexible API: Test code on the fly and integrate with various APIs (OpenAI, Langchain, etc.).
  • Test Organization: Organize tests into versioned suites.
  • CI/CD Integration: Automate evaluations within a CI/CD pipeline.
  • Performance Monitoring: Track model performance and detect regressions.

Use Cases

  • Evaluating the performance of LLM-powered applications.
  • Building and managing test suites for LLM models.
  • Generating quality reports to analyze model behavior.
  • Identifying regressions in model performance.
  • Automating evaluations in a CI/CD pipeline.
  • Testing code with various APIs like OpenAI and Langchain.

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