CrimsonGCLM

Crimson

<img src="./crimson_hero.png" alt="Crimson Hero" width="600"> <strong>A high-performance language model architecture.</strong>

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🌹 Overview

Crimson is a generative language model that deviates from the traditional Transformer architecture by utilizing a hybrid approach of Local and Global Convolutions. By leveraging Fast Fourier Transforms (FFT) for global context, Crimson achieves a massive receptive field with a fraction of the computational overhead associated with standard attention mechanisms.

The architecture is designed for efficiency, speed, and high-quality generation, featuring a custom vocabulary reduction system that optimizes the embedding space for specific datasets.

📦 Installation

Download this repository and extract it.

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Usage

1. Training the Model

Place your .txt data files in the data/ directory and run:

python train_crimson.py

This script will build the vocabulary and train the foundation model

2. Interactive Chat Interface

Launch the Tkinter-based UI to interact with your model:

python chat_interface.py

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Fine-tuning

You may fine-tune the model by resuming training from a checkpoint, you may use a different dataset as long as the vocabulary is the same, you may also change parameters such as the learning rate, batch size, etc.

<p align="center"> Built with ❤️ by AG </p>