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The Latest Coding Topics

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Simple and Easy-To-Use JSON Parser in C
Explore the JSON parser of the open-source C library, Melon, and compare its features with the well-known cJSON. Understand the differences and similarities.
October 26, 2023
by Niklaus Schen
· 4,475 Views · 1 Like
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Transaction Isolation Levels For The Highest Possible Performance
Database transaction isolation levels let us get even better performance without rewriting our applications. See how they can be helpful and why we should care.
October 26, 2023
by Adam Furmanek DZone Core CORE
· 3,702 Views · 6 Likes
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Architecture Decision Records
An Architecture Decision Record (ADR) is an important design document that is written to capture a decision, the decision context, and its consequences.
October 26, 2023
by Rakesh Rao
· 10,074 Views · 16 Likes
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Python “Magic” Methods (Part 2)
Let's continue our exploration of Python's magic methods in this second part of the series. This part will focus on numbers and containers, i.e., collections.
October 26, 2023
by Nicolas Fränkel
· 6,165 Views · 10 Likes
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Kafka Multi-Cluster Deployment on Kubernetes: Simplified!
Brief overview of Apache Kafka and common use cases, current tools to scale multi-cluster deployments, and connectivity solutions to simplify multi-cluster deployments.
October 26, 2023
by Ray Edwards
· 6,647 Views · 3 Likes
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Generative AI Apps With Amazon Bedrock: Getting Started for Go Developers
Use the AWS Go SDK and Amazon Bedrock Foundation Models (FMs) for tasks such as content generation, building chat applications, and handling streaming data.
October 25, 2023
by Abhishek Gupta DZone Core CORE
· 8,942 Views · 3 Likes
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How To Avoid AI Hallucinations With ChatGPT
AI Hallucinations are often mentioned in the context of ChatGPT. This article describes how to 100% perfectly eliminate AI Hallucinations.
October 25, 2023
by Thomas Hansen DZone Core CORE
· 3,365 Views · 2 Likes
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OpenTelemetry for Microservices Tracing and Observability
Learn what OpenTelemetry is and how it supports vendor neutrality for DevOps and SREs to monitor and observe microservices in the cloud.
October 25, 2023
by Anas T
· 7,195 Views · 9 Likes
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What To Expect From Retrievel-Augmented Generation and Self-Hosted LLMs
In this article, you will learn how to develop AI applications using self-hosted LLMs in combination with RAG techniques.
October 25, 2023
by Fangrui Liu
· 2,230 Views · 1 Like
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MuleSoft: Do You Have an Extra Mule Under the Hood?
The design principle of separation of concerns can be seen in action in this article, which presents a real-life example of MuleSoft.
October 25, 2023
by Alex Bogomol
· 5,726 Views · 1 Like
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Handling Emergency Pull Requests Using Merge Queues
In this tutorial, we will explore how to manage emergency pull requests by creating multiple merge queues based on priority!
October 25, 2023
by Hugo Escafit
· 2,346 Views · 1 Like
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Building a Real-Time Data Architecture With Apache Kafka, Flink, and Druid
Data flows are shifting from batch to stream, and data teams are quickly turning to Kafka, Flink, and Druid to power their real-time data applications.
October 25, 2023
by David Wang
· 6,804 Views · 5 Likes
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A Gentle Intro to eBPF
Learn about eBPF (Extended Berkeley Packet Filter), an exciting new technology that makes programming the kernel flexible, safe, and accessible to developers.
October 25, 2023
by Karim Traiaia
· 5,394 Views · 10 Likes
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Exploring the Java ‘hs_err_pid’ File
In this post, we’re about to unravel the enigma of this file. We’ll delve into its purpose, learn how to decipher its contents and explore its vital information.
October 25, 2023
by Ram Lakshmanan DZone Core CORE
· 6,270 Views · 3 Likes
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ReactJS With ChatGPT: Building Conversational AI Into Your Web Apps
In this blog, we'll explore the possibilities and benefits of integrating ChatGPT into ReactJS applications and step-by-step instructions on how to do it.
October 25, 2023
by Atul Naithani
· 6,213 Views · 3 Likes
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How To Become a Symfony Certified Engineer: Your Path to Expertise in the Software Industry
This article will guide you to become a Symfony Certified Engineer, from understanding the framework’s core principles to practical experience and exam preparation.
October 25, 2023
by Alireza Rahmani Khalili DZone Core CORE
· 4,109 Views · 5 Likes
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Devoxx Belgium 2023 Takeaways
In October 2023, I visited Devoxx Belgium, and again, it was an awesome event! In this blog, you can find my takeaways from Devoxx Belgium 2023!
October 25, 2023
by Gunter Rotsaert DZone Core CORE
· 5,876 Views · 7 Likes
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Optimizing Kubernetes Costs With FinOps Best Practices
Delve into the multifaceted complexities of a distributed Kubernetes ecosystem and cost implications; discuss the recommended FinOps practices for Kubernetes.
October 24, 2023
by Sudip Sengupta DZone Core CORE
· 6,122 Views · 2 Likes
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How to Create Your Own 'Dynamic' Bean Definitions in Spring
Written by Benjamin Steinert (@ben_steinert), Lean Java Expert @comsysto Recently, I joined a software project with a Spring/Hibernate-based software stack, which is shipped in an SAAS-like manner, but the databases of the customers need to be separated from each other. Sounds easy for you? Ok let’s see what we have in detail. 1. Baseline study Requirement: There is a software product that can be sold to different customers, but the provider wants to keep the sensible data of the customer in separate data sources. Every customer/login has only access to exactly one data source. In a, let’s say, ‘simple’ Spring setup, one would simply add all databases to the configuration type of his choice. Spring currently offers four different ways of container configuration: XML-based (old-fashion) Annotation-based (almost old-fashion) Code-based (pretty awesome) Property-file-based (exotic, haven’t heard of it yet, right? We will come to that later again) If you are interested in the details about the different possibilities, I refer to the Spring Reference Manual. Customers get a pile of logins which are associated to a specific customer key, which should delegate to the correct database. There is always only one database relevant per customer. Quick as a shot, the experienced Spring developer will refer to the ‘AbstractRoutingDataSource‘ which stores a Map of data sources internally. Based on your implementation of determineCurrentLookupKey() – typically a ThreadLocal value is accessed – the correct data source from the internal map is chosen for opening a connection. The Spring Security experts will quickly show you how to introduce the customer key to your current session which you can easily access in your AbstractRoutingDataSource. It looks even more powerful in combination with Jndi, because it provides a look-up mechanism to search for JndiResources based on names. All that sounds nice apparently. But this approach has two drawbacks for us: One routing DataSource will consequently mean, one Hibernate SessionFactory, which is not acceptable in the context of Hibernate 2nd level cache usage. Read more on this right here: http://forum.spring.io/forum/spring-projects/data/25399-swapping-datasource-for-hibernate-what-happens-with-the-2nd-level-cache The Jndi lookup strategy hides the actual data sources and does not expose them to the Spring context. But sometimes it is good to have them for example if you think of database migration approaches like Flyway for example. For now, lets forget about these problems. We want to use the AbstractRoutingDataSource but without Jndi lookup functionality and don’t care about Hibernate performance ;). 2. The first solution in action Initially, when the application was rolled out for the first time, there was only one customer present. Apart from that, a demo customer was created to prove the multiple-customer feature. No one was really complaining about the fact that a developer needs to insert the data source configuration for every new customer. Everything looked good, until the day came, where a second customer was contracted. First of all we should set up a test environment, with a separate data source. Then the real one. Temporarily we thought about having a fifth ‘customer’ for running various integration tests. The team finally recognized, that the task of setting up the data source beans should be pushed to OPS somehow, because they already have to define the correct JndiResource in the servlet context. 3. Where only few seem to have gone before New developer-driven requirement: Setting up a new customer is an OPS task, hence, introducing a new data source should not affect the development team, because there is nothing to develop! A first brainstorming session brought up only one obvious idea: We need to partly expose our Spring XML config. “With great power comes great responsibility” and to be honest, no one really wants to share the power of configuring a Spring container. After a short recherche session, we found many questions dealing with the same sort of topic: “How to dynamically create spring beans based on some sort of configuration provided without rebuilding the war file?” http://stackoverflow.com/questions/3853498/multi-user-datasources-spring-hibernate http://stackoverflow.com/questions/860918/hibernate-spring-using-multiple-datasources Our approach with the ‘AbstractRoutingDataSource’ was referenced sometimes which confirmed our initial approach. But those especially arose my attention: http://stackoverflow.com/questions/10804885/dynamic-spring-bean-creation?rq=1 http://stackoverflow.com/questions/15328904/dynamically-declare-beans-at-runtime-in-spring http://stackoverflow.com/questions/21221125/spring-context-dynamic-change http://www.carlobonamico.com/blog/?p=55 My idea was to have our very own Spring Bean definition approach which does not affect the war file! I immediately started to search for bean definition alternatives and also stumbled upon the Spring JdbcBeanDefinitionReader and the above mentionedPropertiesBeanDefinitionReader. Both classes helped me understanding how Spring internally collects all the different bean definition details before initializing the beans. (A good resource for understanding, how a Spring ApplicationContext gets initialized is this SpringONE presentation.) I got temporarily discouraged, as I saw, that I can’t simply add a BeanDefinitionReader implementation somewhere, to an ApplicationContext. It felt wrong to implement my own ApplicationContext so I had one last chance. The fourth link provides an approach how to programatically create bean definitions with a BeanFactoryPostProcessor (BFPP) implementation. When you first read the javadoc it sounds a bit like the wrong way, even the bean name itself does not really imply to create bean definitions. Second thing is, that BFPP implementations assume, that all bean definitions are already in place, so the order of execution would become essential. But we are lucky, “there is some Spring for it” of course ;). In Spring 3.0.1 an interface extension to BFPP was introduced, the BeanDefinitionRegistryPostProcessor (BDRPP) (I love these names :)). Manu Cornet – Bonkers World Blog 4. The solution I decided to go for it and confined myself for a prototyping weekend. This is the list of acceptance criteria I defined: Based on the following line of configuration, the application should initialize following certain rules: customerKeys=customer_x, customer_y, demo_customer, ui_test The customer keys are identical to the set of possible keys provided by the login mechanism. A user can only have one customerKey assigned. A single data source is created per customerKey and will be managed by the AbstractRoutingDataSource. There were many pitfalls an dead-ends coming around this weekend. That’s why I prefer to show you the solution and explain why I did it like that. 4.1) How to get the ‘customerKey’ property injected in a BeanDefinitionRegistryPostProcessor? Well not the common way. Because BeanDefinitionRegistryPostProcessors are instantiated in a very early stage of the initialization process, you can’t use functionality like @Autowired or@Value. The technical reason can be looked up in the SpringONE presentation. Now the only things you can do: Access a SystemProperty / ServletContextParam *juck* Add the Spring Environment to your BeanDefinitionRegistryPostProcessor A short explanation, why the Spring Environment is helpful here: Since 3.1 Spring separates the configuration from the ApplicationContext, which means, that stuff like defined config properties and activated spring profiles got their own interfaces. So it is good practice to initialize your Environment before a single bean is instantiated or even defined. There are many conventions, which setup your environment automatically, but the true power comes along if you do it on your own. But that’s a topic for a new post. For the impatient here are some good resources to get a first impression: http://spring.io/blog/2011/02/11/spring-framework-3-1-m1-released/ http://blog.jamesdbloom.com/UsingPropertySourceAndEnvironment.html 4.2) Core implementation Now, this is what our BeanDefinitionRegistryPostProcessor now looks like: public class DataSourcesBeanFactoryPostProcessor implements BeanDefinitionRegistryPostProcessor { private final List customerKeys; public DataSourcesBeanFactoryPostProcessor(Environment springEnvironment) { parseCustomerKeys(springEnvironment.getProperty("customerKeys")); } @Override public void postProcessBeanDefinitionRegistry(BeanDefinitionRegistry registry) throws BeansException { for (String customerKey : customerKeys) { String dataSourceName = "dataSource_" + customerKey; BeanDefinitionBuilder definitionBuilder = BeanDefinitionBuilder.genericBeanDefinition(JndiObjectFactoryBean.class); definitionBuilder.addPropertyValue("jndiName", "jdbc/" + dataSourceName); registry.registerBeanDefinition(dataSourceName, definitionBuilder.getBeanDefinition()); } } @Override public void postProcessBeanFactory(ConfigurableListableBeanFactory beanFactory) throws BeansException { // we actually only add new beans, but do not post process the existing definitions } private static List parseCustomerKeys(String rawCustomerKeys) { if (StringUtils.isEmpty(rawCustomerKeys)){ throw new IllegalArgumentException("Property 'customerKeys' is undefined."); } return Collections.unmodifiableList(Arrays.asList(StringUtils.split(rawCustomerKeys, ","))); } } 4.3) Get it running! Now Spring offers again different possibilities how to actually add a custom BeanFactoryPostProcessor / BeanDefinitionRegistryPostProcessor to the set of processors executed: @Component would be possible for beans implementing BeanFactoryPostProcessor in general, but we need the Spring Environment inside to access the customerKeys. And in that early stage, no Autowiring takes place. Create an XML BeanConfig entry for it. (Oldschool we don’t want to maintain XML files any longer ;) ) JavaConfig not possible, because the AnnotationScanners for it are BeanDefinitionRegistryPostProcessors itself: See SPR-7868. Add the BDRPP programmatically to the ApplicationContext during initialization: public class MyApplicationContextInitializer implements ApplicationContextInitializer { @Override public void initialize(ConfigurableApplicationContext applicationContext) { ConfigurableEnvironment springEnvironment = applicationContext.getEnvironment(); applicationContext.addBeanFactoryPostProcessor(new DataSourcesBeanFactoryPostProcessor(springEnvironment)); } } In the likely case of developing a web application, please don’t forget to define the initializer in you web.xml: contextInitializerClasses your.package.MyApplicationContextInitializer If you are lucky and OPS offers you a Servlet 3.0+ environment, the programmatic approach should be self-explanatory. Looks useful? Thanks :). 4.4) Plugging it together. The last thing missing is the initialization of the AbstractRoutingDataSource. And there it gets a bit bumpy. What we now have, is a set of factory beans which do a jndi lookup for adding those DataSources to our context. Later we want to bunde all those beans into the routing datasource, but then, we wont be able to know which datasource belongs to which customer. Although the customerKey is part of the bean name and the jndi path by convention, both are not rechable when injecting by the DataSource interface. Hmmm. Well we can rely on our bean name creation strategy once I think. Based on that, this is our JavaConfig for creating the AbstractRoutingDataSource: @Configuration public class RepositoryConfig { private String[] customerKeys; @Autowired private ApplicationContext applicationContext; @Value("${customerKeys}") public void setCustomerKeys(String rawCustomerKeys){ // parseCustomerKeys() extracted to Util class this.customerKeys = Util.parseCustomerKeys(rawCustomerKeys); } @Bean public AbstractRoutingDataSource routingDataSource(){ AbstractRoutingDataSource routingDataSource = new CustomerRoutingDataSource(); Map customerIndexMap = createCustomerMap(); routingDataSource.setTargetDataSources(customerIndexMap); return routingDataSource; } private Map createCustomerMap() { HashMap result = new HashMap(); for (String customerKey : customerKeys) { // could also be extracted to Util class to centralize contract String beanName = "dataSource_" + customerKey; DataSource dataSource = lookupBean(beanName, DataSource.class); result.put(customerKey, dataSource); } return result; } private T lookupBean(String beanName, Class clazz) { T bean = applicationContext.getBean(beanName, clazz); if (bean == null) { throw new MyStartupException("Mandatory Spring bean '" + beanName + "' missing! Aborting"); } return bean; } } The presented solution can generally be used for dynamically defining a set of beans of the same type which should take part in the whole Spring bean life cycle. 5.) Conclusion, drawbacks and upcomings With reaching 1600 words, I will take a break. But I won’t leave without summarizing the open topics so far: Why do we want to use Flyway for that. The current solution lacks the possibility to use Hibernate 2nd level caching. Will there be a solution? How can I efficiently use the Spring Environment for doing some config magic? Is there a possibility to inject or create whole maps of beans which would provide access to the beanName and probably be directly injected into the AbstractRoutingDataSource? I hope there will be time to discuss it :) So long! Have fun!
October 24, 2023
by Comsysto Gmbh
· 106,508 Views · 4 Likes
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That Can Not Be Tested!: Spring Cache and Retry
Learn how to write automated tests in order to ensure that given Spring features are used properly and discover generic advice on how to improve unit tests.
October 24, 2023
by Daniel Buza
· 13,597 Views · 5 Likes
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