BenchLLM

BenchLLM is an evaluation tool designed for AI engineers. It allows users to evaluate their machine learning models (LLMs) in real-time.

BenchLLM provides several functionalities. It allows AI engineers to evaluate their LLMs on the fly, build test suites for their models and generate quality reports. They can choose between automated, interactive, or custom evaluation strategies. It also offers an intuitive way to define tests in JSON or YAML format.

To use BenchLLM, you can organize your code in a way that suits your preferences. You initiate the evaluation process by creating Test objects and adding them to a Tester object, these objects define specific inputs and expected outputs for the LLM. Tester object generates predictions based on the input, and these predictions are then loaded into an Evaluator object which uses the SemanticEvaluator model to evaluate the LLM.

BenchLLM supports the integration of different AI tools. Some examples given are 'serpapi' and 'llm-math'.

The 'OpenAI' functionality in BenchLLM is used to initialize an agent, which will be used to generate predictions based on the input given to the Test objects.