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gemma-finetuning-keras-lora's Introduction

🧠 Gemma's Fine-tuning with LoRA and Keras ✨

Welcome to the coolest corner of the AI universe! 🌟 This project isn't just about fine-tuning a language model; it's about giving Gemma a fabulous makeover using the power of Low-Rank Adaptation (LoRA). Get ready to witness a transformation that would make any AI fashionista proud!

πŸš€ Quick Start

  1. Clone this cosmic repository:
git clone https://github.com/utkarshpophli/gemma-finetuning-keras-lora.git
cd gemma-finetuning-lora
  1. Suit up with the right gear:
pip install -r requirements.txt
  1. Ignite the training sequence:
python src/train.py
  1. Launch the Streamlit spaceship:
streamlit run app.py

πŸ—ΊοΈ Project Constellation

  • src/: The engine room where all the AI magic happens
  • app.py: Your control panel to interact with the fabulous fine-tuned Gemma
  • config.py: The blueprint for our AI makeover
  • logger.py: Our cosmic diary keeper

🎭 The Cast

  • Gemma: Our talented AI star, ready for her big performance
  • LoRA: The magical stylist giving Gemma her glow-up
  • You: The brilliant director orchestrating this AI masterpiece

🎬 Behind the Scenes

This project is like giving Gemma a starring role in her own blockbuster movie. We start with her raw talent (pre-trained model), send her to LoRA's beauty school (fine-tuning), and then watch her dazzle the audience (generate amazing responses) in her new role!

πŸ† Achievements Unlocked

  • 🧠 Brain Boost: Gemma now understands context like a champ
  • πŸš€ Speed Demon: Responses faster than a caffeinated coder
  • 🎭 Adaptation Master: Gemma can now switch roles quicker than a chameleon

πŸ› οΈ Tinker Time

Feel free to tweak the config.py file to experiment with different:

  • 🎭 LoRA ranks (how dramatic should Gemma's makeover be?)
  • πŸ“ Sequence lengths (how long-winded should we allow Gemma to be?)
  • πŸ‹οΈ Batch sizes (how many scripts should Gemma memorize at once?)

🌈 Fun Facts

  • If Gemma were a coffee, she'd be a triple shot espresso after this fine-tuning
  • The number of parameters we're training is smaller than the number of stars you can see on a clear night (but the results are just as magical)

πŸ“œ License

This project is licensed under the MIT License - see the LICENSE file for details. (Spoiler: You're free to use it, just don't blame us if Gemma becomes too sassy)

πŸ™Œ Acknowledgments

  • Shoutout to the Keras team for making AI as easy as pie (a very complex, multi-layered pie)
  • High-five to the LoRA inventors for showing us that sometimes, less really is more
  • Virtual hugs to the open-source community for being awesome

Now go forth and make Gemma shine brighter than a supernova! 🌟✨

gemma-finetuning-keras-lora's People

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