Reference.txt

# Package Manager and Environment creater
    Conda:
        conda create -p venv python==3.10 -y #ensure the path is included in the user enviroment path
        conda activate venv/
        conda install --file requirements.txt

    pip
        python -m venv .venv (best for hiding the data and for avoiding upload to git)
        .venv\Scripts\activate     # Windows
        pip install -r requirements.txt

    uv (recent and best)
        powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex" ## To install
        uv init  # to initialize and create teh toml file
        uv venv --python 3.12 # By default it creates .venv 
        uv add -r requirements.txt


# Git commands 
    Creating Git Local repository and pushing it 
        git init
        git add .
        git add app.py model/
        git status
        git commit -m "Added app and model folder"
        git remote add origin "https://github.com/VikramVadhirajan/Python_Scripts_Private.git"
        git branch -M main
        git push origin *main*
        git push -u origin main --force

    Removing or deleting a specific file from git and stop tracking. 
        use .gitignore file 
        git rm -r --cached 003_Scraping_scripts
        git commit -m "Stop tracking scraping scripts folder"

#Converting the Jupyter Notebook to python notebook
    Static one time creation
        jupyter nbconvert --to script notebook_name.ipynb
    Colne a notebook to a python Jupyter notebook. 
        jupytext --to py notebook.ipynb
        jupytext --set-formats ipynb,py:percent notebook.ipynb


# Web Reference:
    Deployment Tools 
        Streamlit: https://share.streamlit.io/  # for web deoployment of models
    Gen AI Reference
        Build tools:
            Langsmith Tracing: https://smith.langchain.com/o/0c98ad67-56aa-4b62-9f3c-c09c320c35cc
            gorq: https://console.groq.com/home

        API keys or tokens
            Open AI API keys: https://platform.openai.com/settings/organization/api-keys # pay as you go
            Langsmith API Keys: https://smith.langchain.com/o/0c98ad67-56aa-4b62-9f3c-c09c320c35cc/settings/apikeys #free
            gorq API keys : https://console.groq.com/keys # free 

        Tracking 
            Langsmith Tracing: https://smith.langchain.com/o/0c98ad67-56aa-4b62-9f3c-c09c320c35cc/projects#





# Ollama CLI

        ollama run <model-name># model name refer to the library https://ollama.com/library
        List all models: ollama list
        List running models: ollama ps
        Download a model without immediately running it. ollama pull <model-name> 
        Clear the conversation context.    /clear
        Adjust model parameters during a session /set parameter ...