Koyna-V1-3b-instruct (Under Development)

Fruit Farming Assistance Model (Bilingual: Marathi and English)

A comprehensive AI model designed to assist fruit farmers, particularly those working with grapes, by providing accurate answers to common farming-related questions in both Marathi and English. This model is fine-tuned on a synthetic dataset of question-answer pairs, covering topics such as crop management, pest control, irrigation, and harvesting techniques.

Model Overview

This model uses advanced natural language processing (NLP) techniques to provide relevant answers to agricultural questions in Marathi and English. It can help farmers by offering advice on best practices, responding to common queries about grape farming, and providing information on various farming techniques.

• Model type: Fine-tuned Language Model
• Framework: PyTorch, Transformers
• Fine-tuned on: Synthetic dataset of question-answer pairs related to fruit farming, with a focus on grapes
• Languages Supported: Marathi, English
• Input format: Text (Questions from farmers)
• Output format: Text (Answers to the questions)

Installation

To use this model, you will need to install the transformers library and PyTorch.

pip install transformers
pip install torch

Usage

Here’s how you can load and use the model to answer farming-related questions in both Marathi and English:

from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

# Load the pre-trained model and tokenizer from Hugging Face
model_name = "Govind222/Koyna-V1-3b-instruct"
model = AutoModelForCausalLM.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)

# Example question in Marathi
question = "द्राक्षांसाठी कॅल्शियम नायट्रेट कधी वापरावं?"

# Tokenize the question
inputs = tokenizer(question, return_tensors="pt")

# Get the model's answer
with torch.no_grad():
    answer = model.generate(inputs['input_ids'])

# Decode the answer from the tokens
answer_text = tokenizer.decode(answer[0], skip_special_tokens=True)
print("Answer:", answer_text)

Example Questions for Fruit Farming (Marathi and English)

You can ask the model farming-related questions in Marathi or English, such as:

Example Questions in Marathi

1. द्राक्षांसाठी कॅल्शियम नायट्रेट कधी वापरावं?
2. द्राक्षांसाठी बुरशीजन्य रोग नियंत्रण कधी करावं?
3. द्राक्षांसाठी सर्वोत्तम तापमान कोणते आहे?
4. द्राक्ष पिकासाठी पाणी किती प्रमाणात द्यावे?
5. द्राक्ष वेलीला जास्त थंडी असल्यास, काय उपाय करावा?
6. द्राक्ष वेलीला फळांचा आकार छोटा होत आहे, यावर काय उपाय करावा?

Training Details

This model was fine-tuned using a synthetic dataset containing question-answer pairs. These pairs cover a wide range of topics related to grape farming and other fruit farming practices, and the dataset is in both Marathi and English. The dataset was created to simulate real-world queries that farmers may ask, focusing on improving practical knowledge for daily agricultural tasks.

Model Details

• Model ID: Govind222/Koyna-V1-3b-instruct
• Version: 1.0.0
• Architecture: [e.g., BERT, RoBERTa, etc.]
• License: Apache-2.0

Citation

If you use or reference this model, please cite it as follows:

@misc{Koyna,
  author = {Govind Barbade},
  title = {Koyna-V1-3b-instruct},
  year = {2024},
  url = {https://huggingface.co/Govind222/Koyna-V1-3b-instruct}
}

License

This model is licensed under the Apache 2.0 License.

Acknowledgments

The synthetic dataset was created using a combination of publicly available farming resources input in both Marathi and English. Special thanks to the farming community for helping to refine and validate the model's capabilities.