---
license: mit
pipeline_tag: text-generation
---
# Advanced FastText Modification
colab:https://colab.research.google.com/drive/1apd0UFutEqBMG_7t_60QJAoxWxNdc1yr#scrollTo=GayYJ9VeJms7
## Overview
This software is an **innovative version of FastText**, optimized to use its classification system for **fast and efficient word prediction**. With capabilities that can surpass modern language models, it delivers exceptional performance.

## Model Training
- **Data Used:** The models were trained with more than **20,000 question and answer (QA) interactions** from the **Wizard Evo instruct** dataset.
- **Focus on Dynamic Learning:** This approach guarantees in-depth understanding in contexts of dialogue and interaction.

## Processing Capacity
- **Speed:** 800 tokens/thread/second.
- **Performance on Common Hardware:** On a notebook with 16 threads, the program processes approximately **50 billion tokens per hour**.

## Learning and Testing
- **Learning:** Evidence points to an ability to **learn robustly**.
- **Testing:** The software is still in the early testing phases, but preliminary results are promising.

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This project is constantly evolving and we welcome any feedback or contributions from the community!