Installing Streamlit App on Azure Virtual Machine: Step-by-Step Guide
Streamlit is an open-source app framework that is built for machine learning and data science teams. With Streamlit, you can create and share beautiful, custom web apps in just a few minutes. In this article, we will discuss how to install a Streamlit app on an Azure Virtual Machine.
Prerequisites
Before we begin, make sure you have the following:
- An Azure account
- Python 3.6 or higher installed on your local machine
- Streamlit installed on your local machine
Step 1: Create a Virtual Machine on Azure
To create a virtual machine on Azure, follow these steps:
- Log in to the Azure portal (https://portal.azure.com/)
- Click on the “Create a resource” button on the top left corner of the portal
- Search for “Windows Server 2019 Datacenter” and select it
- Fill in the required details such as subscription, resource group, virtual machine name, region, and admin username and password
- Click on the “Review + create” button and wait for the validation to pass
- Click on the “Create” button to create the virtual machine
Step 2: Connect to the Virtual Machine
To connect to the virtual machine, follow these steps:
- Go to the virtual machine overview page
- Click on the “Connect” button
- Select “RDP” as the type of connection
- Download the RDP file and open it
- Enter the admin username and password you set up earlier
Step 3: Install Python and Pip
To install Python and pip on the virtual machine, follow these steps:
- Open the command prompt as an administrator
- Run the following command to install Python:
python --version - If Python is not installed, run the following command to install it:
winget install --id=Python.Python --exact - Run the following command to install pip:
python -m ensurepip --upgrade
Step 4: Install Streamlit
To install Streamlit on the virtual machine, follow these steps:
- Run the following command to install Streamlit:
pip install streamlit - Run the following command to verify the installation:
streamlit --version
Step 5: Create a Streamlit App
To create a Streamlit app, follow these steps:
- Create a new Python file on your local machine
- Add the following code to the file:
Step 6: Deploy the Streamlit App on the Virtual Machine
To deploy the Streamlit app on the virtual machine, follow these steps:
- Transfer the Python file to the virtual machine using a file transfer protocol such as SFTP
- Open the command prompt as an administrator on the virtual machine
- Navigate to the directory where the Python file is located
- Run the following command to start the Streamlit app:
streamlit run your_file.py
In this article, we discussed how to install a Streamlit app on an Azure Virtual Machine. We covered the prerequisites, how to create a virtual machine on Azure, how to connect to the virtual machine, how to install Python and pip, how to install Streamlit, how to create a Streamlit app, and how to deploy the Streamlit app on the virtual machine. By following these steps, you can easily install and deploy a Streamlit app on an Azure Virtual Machine.