Links and documentation · https://gpt4all.io/index.html

https://github.com/borisveis/LLMTesting

Installation Download and install GPT4all from link above. Follow on screen instructions to install bre-built model such as Mistral OpenOrca and/or Falcon GPT4all Open application and confirm basic functionality by entering a greeting like "hello" into the prompt at the bottom of the application. Prepare Python environment Clone and/or fork my github repo

https://github.com/borisveis/LLMTesting pip install -r ./requirements.txt Included in requirements.txt:

pip install GPT4All pip install sklearn pip install sentence-transformers pip install TfidfVectorizer pip install sentence_similarity pip install cmake gpt4all must remain running for the Python SDK to work.

Testing strategies:

There are many strategies for testing and validating LLMs depending on their intended use case. I've implemented a cosine similarity method in the testFramwork module to test the simularity of a known value to the LLM's response. There are countless other strategies to test LLMs. Going through them is outside the scope of this article.

Here's one source I've found useful

https://www.packtpub.com/article-hub/testing-large-language-models-llms

As initial conditions of each environment are unique, please let me know if you find these instructions inaccurate or incomplete for your specific environment.

Configure model to use in src/utils/config.json note, model must be installed in the GPT4all default directory.