---
license: openrail
language:
- en
pipeline_tag: text-generation
tags:
- edge-ai,
- rust
- custom-architecture
- tokenizer-from-scratch
---
# 🚀 OpenCreate Ai v1 - Edge AI Model

**OpenCreate Ai v1** is a lightweight, local Edge AI model implementation written entirely in Rust. It features a custom-built architecture including a Tokenizer, Embedding Matrix, Self-Attention mechanism, and Next-Token Prediction pipeline designed for efficient text and code generation on edge devices.

---

## 🛠️ Model Architecture

The model consists of four core modular layers implemented from scratch in Rust:

### 1. Custom Tokenizer
- Builds a vocabulary directly from the training corpus.
- Handles text encoding (string to token IDs) and decoding (token IDs back to text).

### 2. Embedding Layer
- Transforms token IDs into dense mathematical vectors (`vocab_size × embedding_dim`) using custom weights.

### 3. Self-Attention Mechanism
- Captures contextual relationships and dependencies between tokens for basic reasoning and comprehension.

### 4. Prediction Layer (Linear / Next-Token)
- Computes context vectors to predict and generate the next sequential token for text writing or code completion.

### 5. Document & Search Pipeline
- Local search indexing and text output processing pipeline.

---

## 💻 Getting Started (Local Run)

Ensure you have Rust & Cargo installed on your system.

### 1. Clone the repository / Open project folder
```bash
cd OpenCreateAI
```

### 2. Run the model via Cargo
```bash
cargo run
```

---

## 📊 Sample Output

When executed locally, the model processes prompts and generates tokens as follows:

```text
==================================================
   OpenCreate Ai v1 - Edge AI Model Initialized   
==================================================

[1] Tokenization Process:
Input Prompt : OpenCreate
Encoded IDs  : [0, 1, 2, 3, 4, 5, 2, 6, 7, 2]

[2] Embedding Matrix Generated successfully.
[3] Self-Attention Mechanism Applied (Reasoning active).

[4] Generation & Output Result:
Generated Output Text/Code : OpenCreatea

[5] Document & Search Pipeline:
Status: Local Search Indexing & Document Export Ready.
==================================================
```

---

## 📄 License

This project is licensed under the **OpenRAIL** (Open Responsible AI License). By using, downloading, or modifying this model, you agree to comply with the terms and conditions promoting safe, responsible, and ethical AI deployment.

| Meta Info | Value |
|-----------|-------|
| **License** | openrail |
| **Language** | en |
| **Tags** | `rust`, `edge-ai`, `custom-model`, `tokenizer`, `self-attention` |

---

## Project Structure

```
OpenCreateAI/
├── Cargo.toml
├── src/
│   ├── main.rs
│   ├── tokenizer.rs
│   ├── embedding.rs
│   ├── attention.rs
│   ├── prediction.rs
│   └── search.rs
└── data/
    └── corpus.txt
```