olgpt - Oompa Loompa GPT

Harness the power of the GPT Oompa Loompas to assist you effortlessly.

What is olgpt?

Yet another GPT powered agent to perform boring programming tasks.

First test version was working on less than 90 lines of code. Any code added later is just bells and whistles. You can find this first version in commit: 3f6886e

Motivation

When 0613 version of GPT-3 was released, I thought that the new function_call functionality could be used to improve many automation tasks such as code generation. Also olgpt would be an excuse to play with the idea of autonomous agents building and testing code.

Previous to GPT-3 0613 version, The way everyone was using GPT-3 to generate code was to ask for code in a "specific" output format, generate an intermediate file containing the files and dependencies which the project will be composed of, then asking to generate each file one by one. This approach produces many calls to the api, each new call must contain context from previous calls causing a waste of tokens, Also the chances of getting a bad formatted output increases with each api call, and the missing context could also produce files with useless functions or missing dependencies. Using 0613 version` and some clever tricks we can generate the hole code in just one call.

flowchart TD
    subgraph GPT Engineer - default
        BA([Start]) --> BB[Generate\n program specs]
        BB --> BC[Generate\n Unit tests]
        BC --> BD[Generate\n Code]
        BD --> BE[Generate\n Entry point]
        BE --> BF([end])
    end

    subgraph smol developer
        AA([Start]) --> AB[Create program structure\nlist of files]
        AB --> AC[Generate\n Shared dependencies]
        AC --> AD[Generate code\n for given file]
        AD --> AE{Any files remaining?}
        AE --> |Yes| AD
        AE --> |No| AF([end])
    end
    
    subgraph olgpt
        A([Start]) --> B[Generate all code\n Using function_call]
        B --> E([end])
    end

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Flowchart

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flowchart LR
    A([START]) --> B[Generate code]
    B --> J{Improve code?}
    J -->|Yes| B
    J -->|No| C{Compiles\nruns?}
    C -->|No| G[Extra user\n feedback]
    C -->|Yes| D{Exec output\nas expected?}
    D --> |Yes| E([END])
    D --> |No| G
    G --> F
    F[Fix code] --> C

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