---
language:
- hi
- en
tags:
- agriculture
- farming
- india
- gemma
- gguf
- text-generation-inference
- conversational
- unsloth
base_model: unsloth/gemma-2-2b-it-bnb-4bit
license: gemma
pipeline_tag: text-generation
---

#  BeejX-Gemma2-2B-Hindi-SFT

**BeejX** is a lightweight, offline-capable AI assistant specifically fine-tuned for **Indian Agriculture**. 
It is designed to run on low-end Android smartphones (4GB RAM) using the GGUF format.

## Model Details
- **Base Model:** [Gemma 2 2B Instruct](https://huggingface.co/google/gemma-2-2b-it)
- **Fine-tuning:** Supervised Fine-Tuning (SFT) on 1,000+ samples of Indian agriculture Q&A.
- **Language:** Hindi (Devanagari), Hinglish, and English.
- **Format:** GGUF (Quantized to Q4_K_M for Mobile).

## Capabilities
- **Crop Advice:** Wheat (Gehu), Rice (Dhaan), Sugarcane, etc.
- **Disease Identification:** Describes symptoms and remedies (e.g., Yellow Rust, Termites).
- **Anti-Hallucination:** Trained to refuse non-agriculture questions.
- **Personality:** Helpful, direct, and polite Indian agri-assistant.

## How to Run on Android (Flutter)
This model is optimized for mobile deployment using `llama.cpp` or `mediapipe`.

1. **Download:** Get the `unsloth.Q4_K_M.gguf` file from the [Files tab](./tree/main).
2. **Load:** Use a context size of `2048`.
3. **Recommended System Prompt:**
```text
You are BeejX, an expert Indian agriculture assistant. 
Answer in the same language as the user (Hindi/Hinglish). 
Keep answers short, practical, and easy for a farmer to understand. """