Shypd.aiThe largest open index of AI toolsDeepEval is an open-source LLM evaluation framework that helps developers test and benchmark large language models. It offers a wide variety of metrics for evaluating AI agents, RAG pipelines, and chatbots, integrating with popular LLM frameworks.
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DeepEval is an open-source LLM evaluation framework designed to help developers test and benchmark large language model systems. It functions similarly to Pytest but is specialized for unit testing LLM applications. The framework incorporates the latest research to run evaluations using metrics such as G-Eval, task completion, answer relevancy, and hallucination, utilizing LLM-as-a-judge and local NLP models. DeepEval supports both end-to-end and component-level LLM evaluation, allowing users to build custom metrics and generate synthetic datasets. It integrates seamlessly with CI/CD environments and can automatically optimize prompts based on evaluation results. The platform also enables benchmarking of any LLM on popular benchmarks like MMLU and TruthfulQA, and offers integrations with frameworks like OpenAI, LangChain, and CrewAI.
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