Welcome to the LLM Transformer Project!

├── LLM_Transformer_Architecture_with_no_pretrained_model/
│   ├── requirements.txt
│   ├── README.md
│   ├── .env
│   ├── manage.py
│   ├── vector_database/
│   │   ├── milvus_index.bin
│   │   ├── faiss_index.bin
│   │   └── db_config.py
│   ├── llm_app/
│   │   ├── urls.py
│   │   └── views.py
│   │   ├── models/
│   │   │   └── embedding_model.py
│   │   └── static/
│   │   ├── api/
│   │   │   ├── serializers.py
│   │   │   ├── urls.py
│   │   │   └── views.py
│   │   └── templates/
│   ├── scripts/
│   │   ├── generate_embeddings.py
│   │   ├── load_faiss_index.py
│   │   ├── train_custom_model.py
│   │   └── optimize_faiss_index.py
│   ├── data/
│   │   └── raw_text/
│   │   └── processed_text/
│   │   └── embedding_vectors/

What is this project?

This project is like a magic box that helps us understand and create cool things with words! It uses something called a Transformer, which is a special kind of computer brain that can learn from a lot of information.

Why is it special?

• No Pre-trained Models: This means we are teaching the computer from scratch, like learning to ride a bike without training wheels!
• Fun with Words: We can make new sentences, understand stories, and do lots of exciting things with language!

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What's inside the box?

Here’s what you’ll find in our project:

1. Important Files

• requirements.txt: This is like a shopping list. It tells us what special tools (or packages) we need to make our project work.
• README.md: You are reading this! It helps you understand what our project is and how to use it.
• .env: This is a secret box where we keep our important keys and codes safe.
• manage.py: This is like our magic wand. It helps us control the project and make things happen!

2. Special Folders

• vector_database/:

  • milvus_index.bin: This file helps us remember things.
  • faiss_index.bin: Another helper for remembering!
  • db_config.py: This file tells us how to connect to our memory helpers.

• llm_app/: This is where the magic happens!

  • urls.py: This tells us where to go when we want to see something special.
  • views.py: This shows us what we can see on the screen.
  • models/:
    • embedding_model.py: This is like a brain that helps us understand words better.
  • static/: This is a place for our pictures and styles.
  • templates/: This is where we keep our designs for how things look.
  • api/: This helps us talk to other cool projects!
    • serializers.py: This makes sure we understand each other.
    • urls.py: This is another map to guide us.
    • views.py: This shows us what we can see here too!

• scripts/:

  • generate_embeddings.py: This helps us create our word magic!
  • load_faiss_index.py: This helps us find our memories.
  • train_custom_model.py: This teaches our computer how to learn.
  • optimize_faiss_index.py: This makes our memory helpers work even better!

• data/: This is where we keep our special information.

  • raw_text/: This is where we keep our original stories.
  • processed_text/: This is where we keep our stories after we’ve worked on them.
  • embedding_vectors/: This is where we keep our magic number helpers for words!

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How to Play with the Project

1. Get Ready: First, make sure you have Python installed on your computer. Python is a friendly tool that helps us run our project.

2. Install Requirements: Open your terminal (it’s like a magic command center) and type this:

pip install -r requirements.txt

This will gather all the special tools we need!

3. Run the Project: To start our magic, type:

python manage.py runserver

Now you can see the project in your web browser!

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Need Help?

If you have any questions or need help, feel free to ask!

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