Building an Interactive LLM Chatbot with HeatWave Using Python

February 11, 2025

AI-powered applications require robust and scalable database solutions to manage and process large amounts of data efficiently. HeatWave is an excellent choice for such applications, providing high-performance OLTP, analytics, machine learning and generative artificial intelligence capabilities.

In this article, we will explore a Python 3 script that connects to an HeatWave instance and enables users to interact with different large language models (LLMs) dynamically.

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Simplifying AI Development: A Practical Guide to HeatWave GenAI’s RAG & Vector Store Features

December 10, 2024
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This tutorial explores HeatWave GenAI, a cloud service that simplifies interacting with unstructured data using natural language. It combines large language models, vector stores, and SQL queries to enable tasks like content generation, chatbot, and retrieval-augmented generation (RAG). The focus is on RAG and how HeatWave GenAI’s architecture helps users gain insights from their data.

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HeatWave GenAI: Sentiment Analysis Made Easy-Peasy

September 10, 2024
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This new AI tech, called generative AI (or GenAI), can dive deep into what people are saying and tell us if they’re feeling positive, negative, or neutral.
Let’s see how HeatWave GenAI, can help you to enhance your understanding of customer sentiment, improve decision-making, and drive business success.

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Get Your HeatWave MySQL Data On-Premises with Replication

July 16, 2024
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This article guides you through setting up replication between a HeatWave MySQL instance (source) and an on-premise standalone MySQL instance (replica).
It highlights key steps like creating a replication user, securing the connection, and using MySQL Shell utilities for data transfer.

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Iris Data Set with MySQL HeatWave Machine Learning & Zeppelin

July 18, 2022
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During the last 20 years MySQL has democratized the usage of transactional databases.
Now with MySQL HeatWave we are in the process of democratizing Analytics and Machine Learning.

With MySQL HeatWave,
valorizing your data has never been so easy!

In this article I will show you how easy it is to use the Machine Learning capabilities of MySQL HeatWave. We will use the famous Iris dataset and we’re going to build, train, deploy and explain a machine learning model within MySQL HeatWave using Apache Zeppelin.

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Interactively explore & visualize your MySQL HeatWave data with Apache Zeppelin

July 5, 2022
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In this article I will show you how to properly configure Apache Zeppelin in order to take advantage of the Analytics and Machine Learning capabilities of MySQL HeatWave the MySQL in-memory query accelerator.

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Explore & visualize your MySQL HeatWave data with Superset

June 9, 2022

In this article I will show you how to properly configure Apache Superset in order to take advantage of a high performance, in-memory query accelerator: MySQL HeatWave.

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Discovering MySQL Database Service – Episode 10 – Connect to MySQL Database Service Using OCI Cloud Shell

October 5, 2021
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MySQL, the world’s most popular open source database, is available as a managed cloud service in Oracle Cloud Infrastructure (OCI) under the name of MySQL Database Service (MDS).

This is the tenth episode of “Discovering MySQL Database Service“, a series of tutorials where I will show you, step by step, how to use MySQL Database Service and some other Oracle Cloud Infrastructure services.

In this episode, we’ll learn how to connect to our MySQL Database Service instance using the Oracle Cloud Infrastructure Cloud Shell.
It provides a pre-authenticated Oracle Cloud Infrastructure CLI and preinstalled developer tools for easily managing Oracle Cloud resources.

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Discovering MySQL Database Service – Episode 9 – Connect to MySQL Database Service Using MySQL Workbench

September 28, 2021
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MySQL, the world’s most popular open source database, is available as a managed cloud service in Oracle Cloud Infrastructure (OCI) under the name of MySQL Database Service (MDS).

This is the ninth episode of “Discovering MySQL Database Service“, a series of tutorials where I will show you, step by step, how to use MySQL Database Service and some other Oracle Cloud Infrastructure services.

In this episode, we’ll learn how to connect to our MySQL Database Service instance using MySQL Workbench – a unified visual tool for database architects, developers, and DBAs that provides data modeling, SQL development, and comprehensive administration tools for server configuration, user administration, backup, and much more.

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Discovering MySQL Database Service – Episode 8 – Connect to MySQL Database Service Using MySQL Shell

September 21, 2021
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In the previous episode we’ve seen how to use an OCI Bastion session in order to provide a restricted and time-limited access to administer our MySQL instance.
One more step to our Discovering MySQL Database Service journey.

In this episode, we’ll learn how to connect to our MySQL Database Service instance using the fantastic MySQL Shell – an interactive Javascript, Python, or SQL interface supporting development and administration for the MySQL Server.

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