for project to work it need basic libraries use this command to install them
python -m venv venv
venv\Script\Activate
cd src/main/webapp/fastapi-llm-backend/utils
pip install -r requirment.txt #your PineCorn api key command if for windows
setx API_KEY_PineCone "your_secret_key"
# >SUCCESS: Specified value was saved.
setx PINECONE_ENV "your_hosted_region"
# >SUCCESS: Specified value was saved.
setx API_KEY_GeminiAi "your Gemini api key"
# >SUCCESS: Specified value was saved.
setx mongo_auth "your api key"
# >SUCCESS: Specified value was saved.
setx default_token "your key for normal users"
# >SUCCESS: Specified value was saved.
setx API_KEY_Cohere "your_secret_key"
# >SUCCESS: Specified value was saved.
#this set the enviromewnt variable that can be use later.run Python Backend First
cd webapp/fastapi-llm-backend
uvicorn main:app --reload