# asmllm1.8-v1-instruct

**A specialized language model for comprehensive understanding of Assam, India**  
*Optimized for efficiency on constrained hardware*

[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)

## Overview

asmllm1.8-v1-instruct is a 1.8 billion parameter language model specifically designed to provide accurate, culturally relevant information about the Indian state of Assam. Developed for practical deployment on consumer-grade hardware (tested on RTX 2050), this model offers:

- Culturally-aware responses about Assam
- Efficient resource utilization
- Clear, concise answer formulation
- Broad coverage of Assam-related topics

## Key Features

- **Hardware Efficiency**: Optimized for deployment on laptops and mid-range GPUs
- **Cultural Context**: Trained on Assam-specific data corpus
- **Practical Focus**: Prioritizes clarity over unnecessary complexity
- **Diverse Knowledge Base**: Covers geography, history, economy, and culture

## 🗃️ Training Data

Curated dataset of 2,000 records on the state of Assam,India covering:

🌄 **Geography**  
  - Physical features
  - Climate patterns
  - Natural resources

🎨 **Cultural Heritage**  
  - Traditional festivals (Bihu, Ambubachi Mela)
  - Indigenous arts and crafts
  - Local dialects and literature

💼 **Economic Landscape**  
  - Tea production
  - Oil and natural gas reserves
  - Agricultural practices

🏰 **Historical Context**  
  - Ancient kingdoms (Kamarupa, Chutiya)
  - Colonial history (British era)
  - Architectural landmarks (Kamakhya Temple, Rang Ghar)

🎓 **Educational Framework**  
  - Major institutions
  - Educational initiatives

## ⚙️ Model Specifications

| Parameter            | Value              |
|----------------------|--------------------|
| 🧠 **Architecture**  | Transformer-based  |
| 🔢 **Parameters**    | 1.8B               |
| 📜 **Context Window**| 1000 tokens        |
| 🎯 **Precision**     | bfloat16           |
| 💻 **Hardware**      | RTX 2050 (4GB VRAM)|

## 👨💻 Developed By

**Name:** Anand Dey  
**Role:** Developer  
**Contact:** [📧 ananddey.nic@gmail.com](mailto:ananddey.nic@gmail.com)