adaptai / GEMINI.md
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# Project Gemini: AI Development and Operations
This document provides a comprehensive overview of the Gemini project, its architecture, and development practices.
## Project Overview
The Gemini project is a comprehensive AI development and operations platform. It consists of two main components:
* **AIML:** A sophisticated AI/ML pipeline for training, deploying, and managing large-scale language models.
* **Open WebUI:** A user-friendly web interface for interacting with the AI/ML models.
The project is highly organized and well-documented, with a clear separation of concerns between the different components.
### Main Technologies
* **Frontend:** SvelteKit, TypeScript, Tailwind CSS
* **Backend:** Python, FastAPI, LangChain, Transformers
* **Database:** PostgreSQL, Redis, MongoDB
* **Deployment:** Docker, Kubernetes
### Architecture
The project follows a microservices-based architecture, with the AIML and Open WebUI components running as separate services. The AIML component is further divided into a number of sub-components, each responsible for a specific part of the AI/ML pipeline.
## Building and Running
### Open WebUI
The Open WebUI component can be built and run using the following commands:
* **Install dependencies:** `npm install`
* **Run in development mode:** `npm run dev`
* **Build for production:** `npm run build`
* **Run tests:** `npm run test:frontend`
### AIML
The AIML component is a collection of Python scripts and services. The `elizabeth_cli.py` script in `aiml/02_models/elizabeth/deployment_configs/` provides an interactive CLI for the "Elizabeth" model.
## Development Conventions
The project follows a number of development conventions, including:
* **Coding Style:** The project uses `prettier` for code formatting and `eslint` for linting.
* **Testing:** The project uses `vitest` for frontend testing and `pytest` for backend testing.
* **Contribution Guidelines:** The project has a `PULL_REQUEST_TEMPLATE.md` file, which suggests that contributions are welcome.
## Directory Overview
* **`aiml/`**: The core of the project, containing the AI/ML models, training pipelines, and documentation.
* **`open-webui/`**: The web interface for interacting with the AI/ML models.
* **`platform/`**: A legacy or staging area for the `aiml` directory.
* **`corpus-data/`**: Contains datasets for training the models.
* **`deployment/`**: Contains deployment scripts and configurations.
* **`docs/`**: Contains additional project documentation.
* **`logs/`**: Contains logs from the various services.
* **`novas/`**: Contains different versions of the "Nova" models.
* **`open-webui-functions/`**: Contains serverless functions for the Open WebUI.
* **`planner/`**: Contains planning documents for the project.
* **`projects/`**: Contains related projects.
* **`secrets/`**: Contains secrets and other sensitive information.
* **`systemd/`**: Contains systemd service files for running the project's services.