AutoGen Llama 3: How to Convert Text to SQL Query using AI Agents?

🌟 Welcome to our deep dive into integrating Llama 3 with AutoGen using Groq! In this video, we'll guide you through every step needed to harness the power of Llama 3 for text-to-SQL conversions. Learn how to set up your environment, import data, and evaluate the model's performance. We'll use Groq API and Ollama for local execution, ensuring your data remains private and secure.
👨‍💻 What You'll Learn:
Configuring your environment for integration.
Importing necessary data and setting up agents.
Writing and executing SQL through custom tools.
Full process walkthrough from configuration to execution.
🔗 Resources:
Patreon: / mervinpraison
Ko-fi: ko-fi.com/mervinpraison
Discord: / discord
Twitter / X : / mervinpraison
Code: mer.vin/2024/04/autogen-llama...
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📌 Timestamps:
0:00 - Introduction to Llama 3 Integration
0:30 - Configuring AutoGen and Groq API
2:01 - Importing Data and Schema
3:05 - Creating SQL Writer and User Proxy Agents
4:40 - Executing and Evaluating SQL Queries
6:07 - Testing and Troubleshooting
#Llama3 #Autogen #Ollama #Groq #MicrosoftAutogen #AutogenTutorial #MetaLlama3 #AutogenLocal #AutoGen #AutogenOLlama #AutogenGroq #AutogenLlama #AutogenLlama3 #AutogenLlama2 #AutogenLlama70B #AutogenLlama370B #AutogenLlama370B #AutogenGroqLlama #Groq #Llama3 #Llama3Local #Llama3Agents #AIAgents #Llama3Agents #Llama3Agent #Llama3AIAgents #Llama3Autogen #LlamaAutogen #LlamaAIAgents #LlamaAIAgent #LlamaAIAssistant #AIAssistant

[@maverik23]

I've had this idea for a few days now and I don't know how to implement it. Instead of creating agents and tasks, why not ask the LLM to generate that data and automatically create the agents and tasks to solve any problem?

[@HyperUpscale]

Your videos are gold.
You provide also in the alternative (local 7b model) which saves to each person would try it a lot of time.
Thank you for this another round of insights!

[@dabombdigit]

Mervin - are you, yourself, AI? How can you possibly pump out videos every few hours. Can't keep up!

[@MeinDeutschkurs]

Sure, have to use the 70b model. Thx for the aside note! 😎

[@MervinPraison]

Yes 👍

[@user-pr6nm2di6d]

Sqlcoder 7b2 can perform better on this

[@MeinDeutschkurs]

@@user-pr6nm2di6d , yeah. But I am interested in a general purpose model that is able to talk proper German, supports function calling, which I can keep loaded in vram, without loading extra models.

[@metin3039]

I got this python code and for databases they're included in spider-env, it works very well.. But I want to run it on my database. To do this, do I need to add my database to spider folder that spider-env automatically downloads to cache?
Or do you have any other idea?

[@omarjab]

I'm curious about how to instruct an LLM, such as a GPT model or LLama3, to interact with my database efficiently. Specifically, I want to teach the model which functions to call for certain tasks. For instance, if a user wants to retrieve their current state, like payment history or contract details, the model should know exactly which function to use, such as 'def get_user_payments_history()' in Python. Similarly, if a user requests a document like an invoice for a specific period, the model should be able to execute another function tailored for that task.

[@alokmaurya8100]

just ask this question to LLM itself,
you'll get the answer

[@alextiger548]

How to build a RAG application against a SQL Server database ?

[@user-en4ek6xt6w]

Someone told me that the model in Groq is to quantize so it make it more bad for some question. Can you try comparing the model host by Together AI (that is not quantize) and the model host by Groq

[@MervinPraison]

Sure will do

[@mxmerce]

Please scroll to the right when your code wraps off screen!

[@mohammedsaleh-ck8jf]

what about metagpt or taskwaver ? can we plzzzz

[@ammaraamir4441]

Please make a video related to the Mongodb

[@user-bv3lt6mp4q]

We want small models demo

[@Yakibackk]

We want phi3 video

[@loryo80]

I love you create a crewai app with 2 agents or more ussing llama3 and code interpreter