Tutorials
Build Industry-Specific Retrieval-Augmented Generation
Tutorials
Build Industry-Specific Retrieval-Augmented Generation
A tutorial showing how you can use Twilix for Retrieval-Augmented Generation
You can easily integrate LangChain with Twilix to get better results for RAG applications.
What this tutorial will cover:
- How can you insert data for RAG (retrieval-augmented generation)
- Answer questions in just 1 line of code
A diagram of what we will be building:
Installation
Before You Start
All API requests requires an API key. To get your API key, sign up for free at https://app.twilix.io.
Installing via Python
You can install Twilix's BlitzChain package in Python running the following pip command:
pip install -U blitzchain
Inserting Data
Inserting objects
from blitzchain import Client
client = Client("<YOUR_API_KEY>")
collection = client.Collection("sampleCollection")
handbook_examples = [
{
"section": "Introduction",
"content": "Welcome to ABC Corporation! This employee handbook provides you with important information about our company policies and procedures."
},
{
"section": "Employment",
"content": "At ABC Corporation, we believe in equal opportunity employment. We hire based on qualifications, skills, and experience, without discrimination on the basis of race, gender, religion, or any other protected status."
},
{
"section": "Code of Conduct",
"content": "We expect all employees to conduct themselves professionally and ethically at all times. Treat colleagues, customers, and partners with respect and courtesy."
},
{
"section": "Work Hours",
"content": "Our regular work hours are from 9:00 AM to 5:00 PM, Monday to Friday. Be punctual and adhere to your assigned schedule. Notify your supervisor in advance for any planned time off."
},
{
"section": "Dress Code",
"content": "We maintain a business casual dress code. Dress appropriately for your role, maintaining a clean and professional appearance."
},
{
"section": "Confidentiality",
"content": "As an employee of ABC Corporation, you may come across confidential information. Safeguard and maintain the confidentiality of such information, both during and after your employment."
},
{
"section": "Performance Reviews",
"content": "We conduct regular performance reviews to provide feedback and evaluate your work. This process helps identify areas of improvement and recognize outstanding performance."
},
{
"section": "Leave and Time Off",
"content": "We offer various types of leave, including vacation, sick leave, and parental leave. Familiarize yourself with the procedures and guidelines outlined in our leave policy."
},
{
"section": "Technology Usage",
"content": "Use company-provided technology resources responsibly and solely for work-related purposes. Follow our IT policies and guidelines to ensure the security and integrity of our systems."
},
{
"section": "Termination",
"content": "In the event of termination, return all company property and ensure a smooth transition of responsibilities. Follow the procedures outlined in our termination policy."
}
]
collection.insert_objects(handbook_examples)
Inserting PDF
collection.insert_pdf(
"https://www.founders.unsw.edu.au/sites/default/files/documents/PFC%20terms%20and%20conditions_updated_2022.pdf"
)
Asking Questions
You can ask a simple question in just 1 line of code:
collection.generative_qa(
user_input="What is this about?",
prompt_fields=["section", "content"]
)
Moving into conversations
If you want conversations, simply supply it a specific conversation ID which can then be referenced later on. Twilix manages storage of these conversations for users.
collection.generative_qa(
user_input="What is this about?",
conversation_id="sampleConversation",
prompt_fields=["section", "content"]
)
For more a hands-on support, join our discord community at https://discord.gg/a3K9c8GRGt