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Giving LLMs like GPT-4 the ability to plan and execute terminal commands

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TermGPT

Giving LLMs like GPT-4 the ability to plan and execute terminal commands

Video explanation and usage examples: https://youtu.be/O4EmRi0_CI4

The notebook also breaks down how the script works.

Usage

Run with $ python3 TermGPT.py You will need to create a .env file similar to https://github.com/Sentdex/TermGPT/blob/main/.env.example, or set OPENAI_API_KEY manually.

From here, you make your programming/development request. The script will run and query GPT-4 for a series of terminal commands to run to achieve this objective. This is including, but not limited to: reading files, writing code, reading websites, running code, running terminal commands...etc.

The proposed commands are stored to a list and then presented back to the user again in bold red text, prior to running. After reviewing these commands, you can opt to run them, or not.

Future work

  • I would like to primarily find an open source model that can yield similar performance to GPT-4 in this realm.
  • Simplify and add more natural language. Most likely, starting "prompts" will need higher and lower level understanding. Rather than doing something like --r [FILENAME], I would like to have a higher level pass via the LLM to determine if any files should be read, allowing for a pure "natural language" approach, along with likely far more generalization.

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  • Jupyter Notebook 69.6%
  • Python 30.4%