llm-change-agent 0.0.2rc1

llm-change-agent

LLM Change Agent

Overview

LLM Change Agent is a command-line tool designed to interact with various language models from different providers. It allows users to generate KGCL commands using specified models and providers via prompts.

Features

• Given a prompt relevant to making ontology resource changes, the agent responds with KGCL change statements.
• Supports OpenAI, Ollama, Anthropic and CBORG (LBNL hosted) models.

:warning: OpenAI, Anthropic and CBORG model use are subject to availability of corresponding keys as environment variables locally.

Installation

To install the dependencies, run:

pip install llm-change-agent

Usage

The CLI provides several commands to interact with the language models.

List Available Models

To list all available models from supported providers:

llm-change list-models

OpenAI models:
  gpt-4o-2024-08-06
  gpt-4o-mini
  gpt-4o-mini-2024-07-18
  gpt-4o-2024-05-13
  gpt-4o
  gpt-4-turbo-2024-04-09
  gpt-4-turbo
  gpt-4-turbo-preview
Anthropic models:
  claude-3-5-sonnet-20240620
  claude-3-opus-20240229
  claude-3-sonnet-20240229
  claude-3-haiku-20240307
Ollama models:
  llama3.1
LBL-CBORG models:
  lbl/llama-3
  openai/chatgpt:latest
  anthropic/claude:latest
  google/gemini:latest

Generate Text

To generate text using a specified model and provider:

llm-change execute --model <MODEL_NAME> --provider <PROVIDER_NAME> --prompt "<YOUR_PROMPT>"

Replace <MODEL_NAME>, <PROVIDER_NAME>, and <YOUR_PROMPT> with your desired values.

Examples

• Generate text using CBORG's lbl/llama-3 model with a custom prompt:

llm-change execute --model lbl/llama-3 --prompt "I want to change the definition of class ABC:123 to 'foo bar' and also create a new class labelled 'bar foo' with the curie DEF:123."

OR

llm-change execute --provider cborg --prompt "I want to change the definition of class ABC:123 to 'foo bar' and also create a new class labelled 'bar foo' with the curie DEF:123."

generates

Final Answer: 

[
  "change definition of ABC:123 to 'foo bar'",
  "create class DEF:123 'bar foo'"
]

Development

To run the project locally, clone the repository and navigate to the project directory:

git clone https://github.com/yourusername/llm-change-agent.git
cd llm-change-agent
poetry install

Make sure you have poetry installed in your system.

Contributing

Contributions are welcome! Please submit a pull request or open an issue to discuss any changes.

License

This project is licensed under the MIT License. See the LICENSE file for details.

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Acknowledgements

This cookiecutter project was developed from the monarch-project-template template and will be kept up-to-date using cruft.