Check out the demo video here

RAG vs. Function Calling

Setup Guide

This guide will help you set up and run the Streamlit application on your local machine.

Step 1: Obtain API Key & Credentials

You will need to obtain the following API key & Credentials:

• OPENAI_API_KEY
• SALESFORCE_USERNAME
• SALESFORCE_PASSWORD
• SALESFORCE_SECURITY_TOKEN

Once you have your keys, you will need to set them as environment variables. Open a terminal or command prompt and run the following commands:

export OPENAI_API_KEY=your_openai_api_key_here

Replace your_openai_api_key_here with your actual API key.

Step 2: Install Dependencies

The application requires certain Python packages to run. These dependencies are listed in a requirements.txt file. Navigate to the root directory of the project in your terminal or command prompt and run the following command to install the dependencies:

pip install -r requirements.txt

Step 3: Run the Notebooks

License

This project is licensed under the terms of the MIT License.

External free libraries used

• openai
• python-dotenv
• langchain
• langchain-community
• pypdf
• simple_salesforce
• chromadb
• tiktoken

Authors and acknowledgment

The author of this code is Katarzyna Hewelt ([email protected]), CodiLime (codilime.com).