Dataset generation

Your dataset is the heart of your LLM eval. To the extent possible, it should closely represent true inputs into your LLM app.

promptfoo can extend existing datasets and help make them more comprehensive and diverse using the promptfoo generate dataset command. This guide will walk you through the process of generating datasets using promptfoo.

info

Dataset generation is in beta. During this time, it requires an OPENAI_API_KEY environment variable and access to gpt-4-1106-preview.

Prepare your prompts

Before generating a dataset, you need to have your prompts ready, and optionally tests:

prompts:
  - 'Act as a travel guide for {{location}}'
  - 'I want you to act as a travel guide. I will write you my location and you will suggest a place to visit near my location. In some cases, I will also give you the type of places I will visit. You will also suggest me places of similar type that are close to my first location. My current location is {{location}}'

tests:
  - vars:
      location: 'San Francisco'
  - vars:
      location: 'Wyoming'
  - vars:
      location: 'Kyoto'
  - vars:
      location: 'Great Barrier Reef'

Run promptfoo generate dataset

Dataset generation uses your prompts and any existing test cases to generate new, unique test cases that can be used for evaluation.

Run the command in the same directory as your config:

promptfoo generate dataset

This will output the tests YAML to your terminal.

If you want to write the new dataset to a file:

promptfoo generate dataset -o tests.yaml

Or if you want to edit the existing config in-place:

promptfoo generate dataset -w

Customize the generation process

You can customize the dataset generation process by providing additional options to the promptfoo generate dataset command. Below is a table of supported parameters:

Parameter	Description
-c, --config	Path to the configuration file.
-i, --instructions	Specific instructions for the LLM to follow when generating test cases.
-o, --output	Path to the output file where the dataset will be saved.
-w, --write	Write the generated test cases directly to the configuration file.
--numPersonas	Number of personas to generate for the dataset.
--numTestCasesPerPersona	Number of test cases to generate per persona.

For example:

promptfoo generate dataset --config path_to_config.yaml --output path_to_output.yaml --instructions "Consider edge cases related to international travel"