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Prompt evaluation tools that can be deployed locally be

You are looking for tools to run prompt evaluation experiments locally on your OpenSUSE system. Below is a list of tools that can be hosted in a local environment and are suitable for comparing and testing prompts:

1. Promptfoo

Promptfoo is a versatile tool designed for testing, evaluating, and benchmarking prompts. It allows you to:

  • Run evaluations locally.
  • Test prompts with multiple models (OpenAI, Hugging Face, etc.).
  • Automate scoring of outputs based on custom metrics.
  • Use it as a CLI or integrate it into CI/CD pipelines.\ It is entirely open-source and can be run in a local environment, making it ideal for privacy-conscious users like yourself.Installation: You can install and run it via npm.
npx promptfoo@latest init

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2. ChainForge

ChainForge is an open-source visual programming environment that allows you to experiment with and evaluate prompts across different LLMs. It supports querying multiple models simultaneously, comparing prompt variations, and setting up evaluation metrics.

  • It can be installed locally using Python's pip.
  • Offers a browser-based interface (localhost).Installation:
pip install chainforge
chainforge serve

Then access it via localhost:8000 in your browser.\ [5][8]

3. PromptTools

PromptTools by Hegel AI is another open-source tool focused on testing and experimenting with prompts locally. It provides integrations with various LLMs (OpenAI, Anthropic, LLaMA) and vector databases. You can run tests using Jupyter notebooks or a Streamlit-based playground interface.Installation:

pip install prompttools

You can also clone the repository and run the playground:

git clone https://github.com/hegelai/prompttools.git
cd prompttools && streamlit run prompttools/playground/playground.py

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4. Pezzo

Pezzo is an open-source LLMOps platform that provides tools for designing, testing, and managing prompt versions. It offers observability features like execution history and metrics for evaluating your prompts.

  • Pezzo can be self-hosted locally and integrates with various LLM frameworks.Installation: Available on GitHub for local deployment.\ [1][6]

5. Agenta

Agenta is an end-to-end platform designed for prompt engineering, evaluation, and management. It supports side-by-side comparisons of multiple prompt variants and can be hosted locally. Agenta is especially useful if you want to involve domain experts in the evaluation process.Installation: Available on GitHub for local setup.\ [1][7]

These tools should provide you with robust options for running prompt comparison tests in your local environment on OpenSUSE.

The above text was generated by a large language model (LLM) and its accuracy has not been validated. This page is part of 'LLMs-on-LLMs,' a Github repository by Daniel Rosehill which explores how curious humans can use LLMs to better their understanding of LLMs and AI. However, the information should not be regarded as authoritative and given the fast pace of evolution in LLM technology will eventually become deprecated. This footer was added at 16-Nov-2024.