---
language:
- en
- hi
- te
- ta
- kn
- mr
- bn
- gu
- pa
license: apache-2.0
library_name: mlx
tags:
- agriculture
- indian-farming
- fine-tuned
- lora
- qwen3
- mlx
- crops
- farming
- india
base_model: Ila-AI/IlaAI-v1
datasets:
- KissanAI/Thinking-climate-100k
pipeline_tag: text-generation
---

<div align="center">

<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/67a527986b39b58ea8528fb0/i_tvZOmu3un4ABR8Z0Fyp.png" alt="IlaAI Logo" width="120"/>

# IlaAI-v1.1 🌱
### Earth · Crop · Intelligence

**An open-source Agricultural AI for Bharat's Farmers**

[![HuggingFace](https://img.shields.io/badge/HuggingFace-Ila--AI-yellow?logo=huggingface)](https://huggingface.co/Ila-AI)
[![GitHub](https://img.shields.io/badge/GitHub-IlaAI-green?logo=github)](https://github.com/IlaAI)
[![License](https://img.shields.io/badge/License-Apache%202.0-blue)](LICENSE)
[![Base Model](https://img.shields.io/badge/Base-IlaAI--v1-purple)]()
[![Val Loss](https://img.shields.io/badge/Val%20Loss-0.821-brightgreen)]()

</div>

---

## 🌾 What's New in v1.1?

IlaAI-v1.1 is an improved version of IlaAI-v1 with:

- **5x more training data** — 9,000 rows vs 1,800 rows
- **Better dataset** — KissanAI Thinking-climate-100k (chain-of-thought reasoning)
- **More training** — 3,000 iterations vs 2,000 iterations
- **Better Val Loss** — 0.821 vs 0.874
- **Multilingual system prompt** — responds in user's language

---

## 🚀 Quick Start

```python
from mlx_lm import load, generate
from mlx_lm.sample_utils import make_sampler

model, tokenizer = load("Ila-AI/IlaAI-v1.1")

messages = [
    {"role": "system", "content": "You are IlaAI, an expert agricultural assistant for Indian farmers. Always respond in the same language the user writes in. Keep answers concise, practical and under 200 words."},
    {"role": "user", "content": "My wheat crop has yellow spots on leaves. What should I do?"}
]

text = tokenizer.apply_chat_template(
    messages,
    add_generation_prompt=True,
    tokenize=False
)

sampler = make_sampler(temp=0.7, top_p=0.9)
response = generate(model, tokenizer, prompt=text, max_tokens=1000, sampler=sampler, verbose=True)
```

---

## 📊 Training Details

| Detail | Value |
|--------|-------|
| Base Model | IlaAI-v1 (Qwen3-4B) |
| Framework | MLX LoRA |
| Hardware | Apple M4 Mac Mini (24GB) |
| Dataset | KissanAI/Thinking-climate-100k |
| Training rows | 9,000 |
| Validation rows | 1,000 |
| Training iters | 3,000 |
| LoRA rank | 8 |
| Final Val Loss | **0.821** |
| Peak Memory | 4.507 GB |

---

## 🗣️ Language Support

| Language | Status |
|----------|--------|
| English | ✅ Excellent |
| Hindi | ✅ Good |
| Telugu | ⚠️ Basic |
| Tamil | ⚠️ Basic |
| Kannada | ⚠️ Basic |
| Others | ⚠️ Basic |

> Full multilingual support coming in **IlaAI-v2** with real multilingual agriculture data.

---

## ⚠️ Limitations

- **Best performance in English** — primary training language
- **Hindi** — good quality responses
- **Other Indian languages** — basic support, improving in v2
- **Text only** — vision model coming separately

---

## 🗺️ Roadmap

### ✅ Phase 1 — Foundation
- [x] IlaAI-v1 — English agriculture advisory
- [x] IlaAI-v1.1 — Improved English + basic multilingual

### 🔄 Phase 2 — True Multilingual (v2)
- [ ] Real multilingual agriculture data (BPCC + AI4Bharat)
- [ ] 22+ Indian languages with proper quality
- [ ] Release IlaAI-v2

### 👁️ Phase 3 — Vision
- [ ] Crop disease detection from photos
- [ ] IlaAI-Vision model

### 📱 Phase 4 — Mobile App
- [ ] Free Android & iOS app
- [ ] On-device inference
- [ ] Voice input in Indian languages

### 🌍 Phase 5 — Global
- [ ] Expand beyond India
- [ ] Support farmers worldwide
- [ ] API for developers

---

## 📜 License

Apache 2.0 — free to use, fine-tune, and build upon.

---

## 🙏 Acknowledgements

- [KissanAI](https://huggingface.co/KissanAI) for open-sourcing Dhenu models and datasets
- [Qwen Team](https://huggingface.co/Qwen) for Qwen3 base models
- [Apple MLX Team](https://github.com/ml-explore/mlx) for MLX framework
- Every Indian farmer who inspired this project 🌾

---

<div align="center">
  <b>For the hands that feed a billion 🌾</b><br/>
  <a href="https://huggingface.co/Ila-AI">HuggingFace</a> · <a href="https://github.com/IlaAI">GitHub</a>
</div>