"PaddlePaddle from Beginner to Alchemist" - Part 14: Deploying Prediction Models on Servers
This article introduces the process of building an image recognition interface using Flask. First, a simple Flask program is used to set up the root path and file upload functionality; subsequently, the image prediction API is implemented, which loads the model and performs inference. After uploading an image, users can directly obtain the classification result and confidence. The entire process includes steps such as environment preparation, code writing, and deployment, making it suitable for beginners to learn the development method of image processing services. Key points: 1. **Flask Setup**: Create the root path and file upload functionality. 2. **Model Loading**: Load the model from PaddlePaddle
Read MoreBuilding a High-Availability and High-Concurrency Website with Nginx and Tomcat on CentOS
This blog mainly introduces how to deploy and configure a Tomcat cluster on CentOS to achieve logical layer distributed deployment of websites. The specific steps include: ### 1. Preparation Work - Ensure all servers (in this example, node3 and node4) are installed with CentOS operating system. - Install JDK and set environment variables. ### 2. Install Tomcat Cluster #### Operations on the master node: 1. **Copy the Tomcat files to the specified directory**, for example, `/opt/tomcat7`.
Read MoreMy Learning Journey with PaddlePaddle - Note 13: Deploying PaddlePaddle to a Website Server
This tutorial provides a detailed introduction to using PaddlePaddle for basic image classification tasks and deploying the resulting model to a web service. Below is a summary of the tutorial content and some improvement suggestions: ### Summary 1. **Environment Preparation**: - Install necessary libraries such as PaddlePaddle and Flask. - Set up the development environment. 2. **Data Preprocessing**: - Read and preprocess images, including converting to grayscale and resizing. 3. **Model Construction and Training**
Read MoreSetting up a Java Web Server on Ubuntu Server
This article details the steps to install and configure Tomcat, PHPMyAdmin, and resolve MySQL Chinese garbled characters issues on an Ubuntu server. Below is a summary of the content along with some supplementary information: 1. **Installing and Setting Up Apache2** - Changed the Apache2 service port to 8022 to avoid conflicts with other web services. - Started Apache. 2. **Installing PHPMyAdmin and Associating with Apache2** - Configured Apache to support p
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