Anime-recommendation

A fine-tuned embedding model for recommending anime from user query.
This project is heavily inspired from manga-recommendation by @jjentaa
Dataset by Md Sazzad Siddique (Version 1)

You can try the web application for the model here

Fine-tune model

1. Using mistralai/Mistral-7B-Instruct-v0.2 for generated query and use it for fine tuning pre-trained model
2. I use paraphrase-multilingual-mpnet-base-v2 as a base model + LoRA adapter, fine-tuning with anime synopsis data + query
   
   KiruruP/anime-recommendation-multilingual-mpnet-base-v2-peft: Multilingual Fine-tuned model

Want to run on local? Following this guideline!!

1. Clone this repository
2. Install the necessary library follwing the list below

sentence_transformers == 5.1.0
numpy == 2.1.3
torch == 2.7.1
pandas == 2.2.3
streamlit == 1.48.1
peft

or you can install all-in-one in terminal through command

pip install -r requirements.txt

3. run this command in terminal, it will open in your browser and enjoy!! :)

 streamlit run app.py