id int64 5 1.93M | title stringlengths 0 128 | description stringlengths 0 25.5k | collection_id int64 0 28.1k | published_timestamp timestamp[s] | canonical_url stringlengths 14 581 | tag_list stringlengths 0 120 | body_markdown stringlengths 0 716k | user_username stringlengths 2 30 |
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1,897,794 | Creating custom integration in N8N | Hey everyone, In this blog we will see how you can create custom integration in N8N. During this... | 0 | 2024-07-05T15:36:57 | https://blog.elest.io/creating-customer-integration-in-n8n/ | n8n, softwares, elestio | ---
title: Creating custom integration in N8N
published: true
date: 2024-06-23 08:24:58 UTC
tags: N8N,Softwares,Elestio
canonical_url: https://blog.elest.io/creating-customer-integration-in-n8n/
cover_image: https://blog.elest.io/content/images/2024/05/Frame-8-11.png
---
Hey everyone, In this blog we will see how you can create custom integration in [N8N](https://elest.io/open-source/n8n?ref=blog.elest.io). During this tutorial, we will learn about the benefits and use of creating custom integration. Before we start, ensure you have deployed N8N, we will be self-hosting it on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io).
## What is N8N?
N8N is an open-source workflow automation tool that allows you to automate tasks and workflows by connecting various applications, services, and APIs together. It provides a visual interface where users can create workflows using a node-based system, similar to flowcharts, without needing to write any code. You can integrate n8n with a wide range of applications and services, including popular ones like Google Drive, Slack, GitHub, and more. This flexibility enables users to automate various tasks, such as data synchronization, notifications, data processing, and more.
## What are Integrations
Integrations are connections between n8n and various external applications, services, and APIs that enable automation workflows. These integrations are facilitated through **nodes** , which are the building blocks of workflows in n8n. Each node represents a specific action or operation that can be performed with an external service, such as sending an email, creating a new record in a database, or fetching data from an API.
## Pros of Custom Integration
Custom integrations in n8n offer significant advantages by allowing businesses to connect to any service or API, providing solutions that meet unique requirements. They enhance flexibility, efficiency, and productivity by automating bespoke workflows and ensuring seamless data flow between applications. Custom integrations also offer scalability, enabling adjustments as the business grows, and provide increased control and security over data handling. By potentially reducing costs, custom integrations help businesses gain a competitive edge and contribute to the growth of the n8n ecosystem.
## Cons of Custom Integration
Custom integrations in n8n, while useful, can have drawbacks such as increased complexity and development time, requiring technical expertise in programming and API management. They may lead to higher maintenance efforts, as custom code needs regular updates to stay compatible with evolving APIs and system changes. Additionally, the initial setup and debugging can be resource-intensive, potentially diverting focus from core business activities. There's also a risk of lower reliability if not thoroughly tested, and without community support, troubleshooting issues can be more challenging compared to using well-established, pre-built integrations.
## How to start?
To create custom integrations, N8N provides an example template. Head over to the following link and follow the instructions to get started with creating custom integrations for N8N. This repository contains example nodes to help you build custom integrations for n8n, including a node linter and dependencies. To share your custom node with the community, you need to create it as an npm package and submit it to the npm registry. Prerequisites include git, Node.js, and npm (minimum version Node 16). Install n8n globally with `npm install n8n -g` and follow n8n's development environment setup guide. To use the starter, generate a new repository from the template, clone it, install dependencies, and modify or replace example nodes and credentials. Update `package.json`, lint your code, test locally, replace the README, update the LICENSE, and publish to npm.
[
GitHub - n8n-io/n8n-nodes-starter: Example starter module for custom n8n nodes.
Example starter module for custom n8n nodes. Contribute to n8n-io/n8n-nodes-starter development by creating an account on GitHub.
GitHubn8n-io

](https://github.com/n8n-io/n8n-nodes-starter?ref=blog.elest.io)
## Conclusion
Custom integrations in n8n unlock a world of possibilities for automation and efficiency. While they come with certain challenges such as increased complexity, technical requirements, and maintenance efforts the ability to create tailored, scalable, and highly specific workflows can provide significant benefits. By understanding these cons and following best practices for development and maintenance, you can effectively leverage custom integrations to enhance your n8n workflows and drive business success.
## **Thanks for reading ❤️**
Thank you so much for reading and do check out the Elestio resources and Official [N8N documentation](https://docs.n8n.io/?ref=blog.elest.io) to learn more about N8N. You can click the button below to create your service on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io) and start building and installing custom integrations. See you in the next one👋
[](https://elest.io/open-source/n8n?ref=blog.elest.io) | kaiwalyakoparkar |
1,897,598 | iOS style scrolling dock with scroll-driven animation 🤔 | Check out this Pen I made! | 0 | 2024-06-23T08:17:58 | https://dev.to/__a22f2a85750/ios-style-scrolling-dock-with-scroll-driven-animation-p23 | codepen, webdev, programming | Check out this Pen I made!
{% codepen https://codepen.io/aeoddbfj-the-vuer/pen/ExzLWqg %} | __a22f2a85750 |
1,897,650 | How to use Browserless with N8N to capture screenshots | Hey everyone, In this blog we will see how you can create an application that makes HTTP requests to... | 0 | 2024-07-05T15:36:13 | https://blog.elest.io/how-to-use-browserless-with-n8n-to-capture-screenshots/ | browserles, elestio, n8n | ---
title: How to use Browserless with N8N to capture screenshots
published: true
date: 2024-06-23 08:15:34 UTC
tags: Browserles,Elestio,N8N
canonical_url: https://blog.elest.io/how-to-use-browserless-with-n8n-to-capture-screenshots/
cover_image: https://blog.elest.io/content/images/2024/05/Frame-8-9.png
---
Hey everyone, In this blog we will see how you can create an application that makes HTTP requests to [Browserless](https://elest.io/open-source/browserless?ref=blog.elest.io) and get screenshots. During this tutorial, we will be building the workflow from scratch. Before we start, ensure you have deployed N8N, we will be self-hosting it on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io).
## What is N8N?
N8N is an open-source workflow automation tool that allows you to automate tasks and workflows by connecting various applications, services, and APIs together. It provides a visual interface where users can create workflows using a node-based system, similar to flowcharts, without needing to write any code. You can integrate n8n with a wide range of applications and services, including popular ones like Google Drive, Slack, GitHub, and more. This flexibility enables users to automate a variety of tasks, such as data synchronization, notifications, data processing, and more.
## Introduction to Browserless
Browserless is a service and platform that provides remote, headless browser automation, allowing users to run web browsers programmatically without a graphical user interface. It is often used for tasks such as web scraping, automated testing, and other web automation needs. By utilizing a cloud-based infrastructure, Browserless offers APIs and tools to manage browser instances, handle browser-based tasks efficiently, and scale operations as needed. This approach helps developers save resources and time by offloading the complexity of managing headless browsers and enabling seamless integration into various workflows and applications. We will be using Browserless to create a script to take screenshots and invoke this through N8N
## Creating Browserless Application
If you are building a Browserless Application along with this tutorial then we would recommend you go ahead and create an instance on [Elestio](https://elest.io/open-source/browserless?ref=blog.elest.io). Once you log into the Browserless instance using the credentials provided on the Elestio dashboard, you will be presented with the dashboard with some example scripts. One we will be using is Screenshot.

If the script is unavailable for some reason, you can create a new script page and add the following script.
```
// Let's load up a cool dashboard and screenshot it!
export default async ({ page }: { page: Page }) => {
await page.goto('https://www.google.com/search?newwindow=1&sca_esv=0145d2e31a8d4e2f&sxsrf=ADLYWIKb5Y6h4c3uAeP86_6IG1zREC7vgQ:1716963235436&q=cat+images&tbm=isch&source=lnms&prmd=isvnmbtz&sa=X&ved=2ahUKEwia_fW9mrKGAxUnklYBHWvtC80Q0pQJegQIFRAB&biw=1310&bih=832&dpr=1#imgrc=k9BqKvuTVgxVZM', { waitUntil: 'networkidle0'});
// Enlarge the viewport so we can capture it.
await page.setViewport({ width: 1920, height: 1080 });
// Return the screenshot buffer which will trigger this editor to download it.
return page.screenshot({ fullPage: true });
};
```
## Setting Up N8N
Log into the N8N instance using the credentials provided in the Elestio dashboard. Once logged in, add three components as shown below. To keep the tutorial simple, we will just convert the HTML page into a markdown after receiving the response from the HTTP request.

Now, head over to the **HTTP Request** component and configure the following follows
**Method:** GET
**URL:** <Your browserless instance URL>
**Authentication:** None

Next head over to the **Markdown** component and configure it as follows.
💡
Remember this component is changeable according to the need of your application. You can also use the built-in [Browserless integration](https://n8n.io/integrations/browserless/?ref=blog.elest.io) on N8N.
**Mode:** HTML to Markdown
**HTML:** `{{$json.data}}`
**Destination Key** : data

And done! The following window shows the landing HTML page for now but can be configured to invoke specific scripts and receive the responses. You can form multiple such workflows based on the script type.

## **Thanks for reading ❤️**
Thank you so much for reading and do check out the Elestio resources and Official [N8N documentation](https://docs.n8n.io/?ref=blog.elest.io) to learn more about N8N. You can click the button below to create your service on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io) and create a workflow to get screenshots from the web. See you in the next one👋
[](https://elest.io/open-source/n8n?ref=blog.elest.io) | kaiwalyakoparkar |
1,897,649 | How to Migrate from Zapier/ Make to N8N | Hey everyone, In this blog we will see how you can migrate your workflows and zaps from Zapier &... | 0 | 2024-07-05T15:34:34 | https://blog.elest.io/how-to-migrate-from-zapier-make-to-n8n/ | zapier, make, n8n, elestio | ---
title: How to Migrate from Zapier/ Make to N8N
published: true
date: 2024-06-23 08:12:01 UTC
tags: Zapier,Make,N8N,Elestio
canonical_url: https://blog.elest.io/how-to-migrate-from-zapier-make-to-n8n/
cover_image: https://blog.elest.io/content/images/2024/05/Frame-8-7.png
---
Hey everyone, In this blog we will see how you can migrate your workflows and zaps from Zapier & Make to [N8N](https://elest.io/open-source/n8n?ref=blog.elest.io). During this tutorial, we will be using simple workflows as examples and you can choose to do with complex workflows or multiple workflows. Before we start, ensure you have deployed N8N, we will be self-hosting it on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io).
## What is N8N?
N8N is an open-source workflow automation tool that allows you to automate tasks and workflows by connecting various applications, services, and APIs together. It provides a visual interface where users can create workflows using a node-based system, similar to flowcharts, without needing to write any code. You can integrate n8n with a wide range of applications and services, including popular ones like Google Drive, Slack, GitHub, and more. This flexibility enables users to automate various tasks, such as data synchronization, notifications, data processing, and more.
## Exporting from Zapier
Zapier is a web-based automation tool that allows users to connect different apps and services to create automated workflows, known as "Zaps," without needing to write any code. We will start by exporting the workflow also called Zap from Zapier. Once you are in the Zappier instance, head to the profile section and click **Settings** log in.

Next, we head over to the **Data Management** section from the left-hand section. With that click on the **Export My Data** button. This will download the zap content in JSON format.

The data is processed for a while and your files and export are available on your email id. Head to your registered email inbox and click **Download your account data** to download the JSON file on your local machines.

You receive two files in a zip format which we will be utilizing `zapfile.json` in the following steps.

## Exporting from Make
Make previously known as Integromat, is an integration and automation platform that allows users to connect apps and services to automate workflows and tasks. If you are using Make for building workflows previously you can follow these export steps. Head over to your integration click on the **"..."** (Options menu) and click on **Export Blueprint**.

## Importing into N8N
Now we will import the exported workflows from Zappier/Make in N8N. To import, log in with the credentials presented on the Elestio dashboard. You will be presented with the following screen. Head over to the options menu, click on **Import from File** and select the file downloaded from the previous exporting steps.
💡
Remember that some components might have issues migrating as tools have different components and integration support. Please read the official documentation and releases to learn about the replacement components.

And done! This is the workflow we migrated from Zappier/Make to N8N. You can now edit or use the workflow as per your requirement
## **Thanks for reading ❤️**
Thank you so much for reading and do check out the Elestio resources and Official [N8N documentation](https://docs.n8n.io/?ref=blog.elest.io) to learn more about N8N. You can click the button below to create your service on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io) and start your vault migration process. See you in the next one👋
[](https://elest.io/open-source/n8n?ref=blog.elest.io) | kaiwalyakoparkar |
1,897,597 | Human Contribution Towards Each Other (Relationships) | In the vast ocean of human experience, relationships are the intricate coral reefs that provide... | 0 | 2024-06-23T08:11:59 | https://dev.to/akshit_goyal_1502/human-contribution-towards-each-other-relationships-55m0 | In the vast ocean of human experience, relationships are the intricate coral reefs that provide structure, shelter, and sustenance. They are the intricate dance between souls, a delicate balance of give and take, understanding and compromise. Within the tapestry of connection, there lies a profound depth, where emotions swell and recede like the tides, leaving behind imprints of memories, scars, and love
At the heart of every relationship lies vulnerability. To truly connect with another being is to expose the raw essence of one's self, stripped of pretense and masks. It is to open oneself to the possibility of both joy and pain, to embrace the uncertainty of the human experience with courage and grace. In this vulnerability lies the seeds of trust, the fertile ground from which intimacy blossoms.
For further:-https://akgbloggers.blogspot.com/2024/05/human-contribution-towards-each.html | akshit_goyal_1502 | |
1,897,596 | Electric Journeys: Traveling with Plug-in Electric Vehicles: | Overview Electric cars (EVs) are revolutionizing the automobile industry by providing a... | 0 | 2024-06-23T08:11:19 | https://dev.to/john010/electric-journeys-traveling-with-plug-in-electric-vehicles-3m0i | webdev, eventdriven, beginners, ai | ## Overview
Electric cars (EVs) are revolutionizing the automobile industry by providing a greener substitute for internal combustion engines. The accessibility and dependability of EV charging stations are essential for the general adoption of EVs. This article examines the history, present situation, difficulties, and potential applications of EV charging stations in supporting electric travel.
## EV Charging Station Evolution
When electric cars were still a niche industry in the early 2000s, the journey of **[ev charging Station](https://xovacharging.com/)** started out slowly. The majority of the early infrastructure for charging was made up of sluggish chargers found in offices and metropolitan locations. Governments, manufacturers, and private organizations started investing in the expansion of the charging network as EV technology progressed and customer demand increased.
## Infrastructure Development and Expansion
The mid-2010s marked a significant expansion phase for EV charging infrastructure. Companies like Tesla pioneered the concept of fast-charging networks, such as the Tesla Supercharger network, which allowed EV drivers to travel longer distances with fewer charging stops. Governments around the world also initiated programs to build public charging stations along highways and in urban centers, addressing range anxiety and promoting EV adoption.
## Types of EV Charging Stations
EV charging stations are categorized based on the speed of charging they provide:
Level 1 Chargers: These chargers use a standard 120-volt AC plug and are typically found in residential settings. They provide the slowest charging rates, suitable for overnight charging.
Level 2 Chargers: These chargers use a 240-volt AC plug and are commonly found in homes, workplaces, and public charging stations. They offer faster charging speeds than Level 1 chargers, making them convenient for daily use.

DC Fast Chargers: Also known as Level 3 chargers, these stations provide DC power directly to the **[EV's battery](https://en.wikipedia.org/wiki/Electric_vehicle_battery)**, enabling rapid charging. DC fast chargers can charge an EV to 80% capacity in 30 minutes or less, making them essential for long-distance travel.
## Enhancing User Experience: Innovations in Charging Technology
Recent advancements in charging technology have significantly enhanced the user experience of EV charging stations. Smart charging solutions, enabled by mobile apps and digital platforms, allow EV owners to locate nearby chargers, check availability in real-time, and manage charging sessions remotely. Some charging networks even offer integrated payment systems, further simplifying the charging process for users.
Challenges Facing EV Charging Stations
## Despite the progress, EV charging stations face several challenges:
Range Anxiety: Many consumers are still concerned about the limited range of EVs and the availability of charging stations, especially in rural or less densely populated areas.
Infrastructure Costs: Building and maintaining a robust charging infrastructure requires substantial investment from governments and private sector entities.
Charging Standards: Although efforts have been made to standardize charging connectors and protocols, interoperability issues between different EV models and charging networks can still pose challenges for users.
## Sustainable Charging Solutions
The integration of renewable energy sources with EV charging infrastructure is a growing trend. Solar-powered charging stations and partnerships with renewable energy providers are reducing the carbon footprint of EV charging, aligning with global efforts to combat climate change. Some innovative projects also explore bi-directional charging, where EVs can return excess energy to the grid during peak demand periods.
## Future Trends and Innovations
Looking ahead, several trends and innovations are shaping the future of EV charging stations:
Wireless Charging: Development of **[wireless charging technologies](https://dev.to/santoshchikkur/electric-and-hybrid-vehicle-technology-part-2-1klc)** that eliminate the need for physical cables.
Ultra-Fast Charging: Advances in battery technology and charging infrastructure are enabling faster charging speeds, reducing downtime for EV drivers.
Expansion of Charging Networks: Continued expansion of public charging networks, including more charging stations in remote and underserved areas.
Integration with Smart Grids: EVs and charging stations will increasingly interact with smart grids, optimizing energy use and grid stability.
## Conclusion
The evolution of EV charging stations mirrors the rapid growth of electric vehicles themselves. From early slow chargers to today's fast and smart charging solutions, the infrastructure supporting EVs has come a long way. As technology continues to advance and stakeholders invest in sustainable solutions, the future of electric expeditions looks promising. EV charging stations are not just a means to recharge vehicles but a critical component of the broader transition towards clean and sustainable transportation.
In conclusion, electric expeditions with EV charging stations are transforming how we think about mobility. As the world shifts towards a more sustainable future, the role of EV charging infrastructure will only become more crucial, ensuring that electric vehicles remain a viable and attractive option for consumers worldwide. | john010 |
1,897,648 | Migrating to Vaultwarden | Hey everyone, In this blog we are going to see how you can migrate your already available passwords... | 0 | 2024-07-05T15:33:33 | https://blog.elest.io/vaultwarden-migrate-to-vaultwarden/ | softwares, vaultwarden, migration, elestio | ---
title: Migrating to Vaultwarden
published: true
date: 2024-06-23 08:10:46 UTC
tags: Softwares,Vaultwarden,Migration,Elestio
canonical_url: https://blog.elest.io/vaultwarden-migrate-to-vaultwarden/
cover_image: https://blog.elest.io/content/images/2024/05/Frame-8-5.png
---
Hey everyone, In this blog we are going to see how you can migrate your already available passwords and secrets vault to [Vaultwarden](https://elest.io/open-source/vaultwarden?ref=blog.elest.io). During this tutorial, we will be using the already available Bitwarden vault. You can follow along with this tutorial on any other vault provider too. Before we start, ensure you have deployed Vaultwarden, we will be self-hosting it on [Elestio](https://elest.io/open-source/vaultwarden?ref=blog.elest.io).
## What is Vaultwarden?
Vaultwarden formerly known as Bitwarden\_RS, is an open-source, lightweight alternative implementation of the Bitwarden password manager server. It offers core features of the Bitwarden service, such as storing and managing passwords, notes, and other sensitive information securely, while maintaining compatibility with Bitwarden's official clients and browser extensions. Vaultwarden is popular among users who seek control over their data and prefer a self-hosted, privacy-focused solution without the need for extensive system resources.
## Exporting Vault
Exporting your vault in Bitwarden is a procedure aimed at creating a backup of your stored data. Once logged in head over to the **Vaults** section from the left-hand menu. We will be exporting the secure note named and can be seen as **Bitwarden Secure Note**.

Head over to the **Tools >** **Export vault** and choose the file format, here we have selected **JSON** but you can choose whatever format you like and works best for you. Once selected click on **Confirm format**. The file will be downloaded on your local machine which can be later used to import this secure note.

## Importing Vault
The next step is importing the vault in Vaultwarden. Use the credentials from the Elestio dashboard to log in to the Vaultwarden instance. Once logged in, head over to the **Tools** section from the navigation bar.

Under tools, click on **Import data**. Select the **Import destination** , and select your preferred **Folder**. Since we are using Bitwarden we will choose the file format as **Bitwarden (JSON**,**)**. Next, we select the import file from our local system and click on **Import data**

Once the import is complete you can see all the data and notes imported. If failed, this will be an indicator of what couldn't be imported etc. You can cross-verify the number of passwords and secure notes in your vault being imported.

And done! This is the secret note we migrated from Bitwarden to Vaultwarden. You can now edit or use the secret as per your requirement

## **Thanks for reading ❤️**
Thank you so much for reading and do check out the Elestio resources and Official [Vaultwarden documentation](https://docs.cloud68.co/?ref=blog.elest.io) to learn more about Vaultwarden. You can click the button below to create your service on [Elestio](https://elest.io/open-source/vaultwarden?ref=blog.elest.io) and start your vault migration process. See you in the next one👋
[](https://elest.io/open-source/vaultwarden?ref=blog.elest.io) | kaiwalyakoparkar |
1,897,595 | Building your own Productivity app using React JS and Mock API's | Building your own Productivity app using React JS and Mock API's Productivity apps are the... | 0 | 2024-06-23T08:10:44 | https://dev.to/prankurpandeyy/building-your-own-productivity-app-using-react-js-and-mock-apis-1d5 | # Building your own Productivity app using React JS and Mock API's
Productivity apps are the bless to humanity as it allows to effectively manage and create the tasks and notes and also according to the psychology writing down your thoughts the biggest anxiety killer.
Have you ever thought of building your own Note taking app clone like google keep with some advance features, I know that's big to develop and maintain but as a side project you can definitely try it out to test your skills and feel what it is like to develop your small version of a note taking app with an addition to some more features on top of it.
Today I will be guiding you to develop your version of the small note taking app with some new features keeping all the important features of google keep.
I will be using the React JS, Tailwind CSS and Mock API's.
# Folder Structure of the Project
I will be using the standard folder structure to separate components and pages as it allows better management of files and data and improves the navigation inside the project.
The Folder structure snippets are here you can see :

Inside the main ` src` directory I have separated the files and folders for everything backend folder is handling the all mock backend stuff, components folder has components that I will be using in the project as React allows me to break down big pages into components and later I can also reuse the components.
`Context ` folder has the useContext React API which is helping us in projects to manage the states the folder has useReducers code.
The pages folder is all about pages where each page of our app is assembling the components.
The services folder has the API calling methods there I am calling the APIs and storing the response.
Utils contain important code and small libraries or something that is not very common.
The rest of the files are related to projects in which the App.js file is important as it is the main file that holds the entire application.
## Let's Build
Generally I have Figma Files for the inspirations and developers utilise the pre-existing desigs to turn them into code.
Figma Files has all the designs about product development in form of pages therefore its suitable to first develop the pages to get an details overview of pages and how they are interlinking.
This will also give you an overview of the application like how many pages you will need and which page will host and display what type of data.
If you have a situation where you have to show multiple pages and the count of the pages will increase with time then it would be technically impossible to make so many pages but React has a special library where you can make as many pages as you want with respect to some unique URL, to do so I will use React Router which allows to make dynamic pages.

This application has :
1. Welcome page
2. Home page
3. Archives page
4. Trash page
5. Editnotes page
6. Label page
7. Login page
8. Signup page
9. Account page
## Welcomepage
The Welcomepage is very simple and minimal it only reflects that what is our application is all about and how does it work how many features it has and how to use the application.
The page contains Header, banner and footer components and I will be using the same header and footer across the app.
The welcomepage looks like this

You can also see the React code for building the welcomepage
```jsx
import { Footer, Header, Hero } from "../Components/IndexAllComponents";
function Welcomepage() {
return (
<div>
<Header />
<Hero />
<Footer />
</div>
);
}
export default Welcomepage;
```
How clean the code is,isnt it ? That's why I follow standard coding practices and folder structure to improve the overall look of the code so that even a beginner can understand.
## Homepage
The home page has the ,header,sidebar,footer and a filter section on top which automatically filters the notes based on their priority which are selected at the time of note creation.
The Sidebar has multiple options and each option redirects to the page the pages are Homepage.Archive Page, Trash page and Accounts page .
Homepage is the main page where notes are being displayed ,Archives page shows the notes which are archived , Trash Page has the all notes pushed to Trash and Accounts page has the details about the users and their data.
The page looks like this after it gets loaded :

You can also see the React code for building the Home page
```jsx
import { React, useEffect } from "../Utils/CustomUtils";
import { useNoteTakingContext } from "../Context/IndexAllContext";
import "./Homepage.css";
import {
Filters,
Footer,
Header,
NotesCard,
NotesModal,
Sidebar,
} from "../Components/IndexAllComponents";
import { getNotesDataFromAPIFn } from "../Services/NoteTakingServices";
function Homepage() {
const { finalData, notesTakingFn, priorityData } = useNoteTakingContext();
useEffect(() => {
getNotesDataFromAPIFn(notesTakingFn);
}, []);
return (
`<div>`
`<Header />`
`<Sidebar />`
`<Filters />`
`<div>`
{finalData.length <= 0 ? (
`<h1 className="header-text">`
No notes to display in Homepage , add some from
`<NotesModal />`
`</h1>`
) : (
`<div className="notes-container">`
{priorityData &&
priorityData.map((notes) => (
<NotesCard notesData={notes} key={notes._id} />
))}
`</div>`
)}
`</div>`
`<Footer />`
`</div>`
);
}
export default Homepage;
```
This code defines a React component named Homepage. The component imports various utilities, context hooks, CSS styles, UI components, and a function to fetch data from an API. Within the Homepage function, the useNoteTakingContext hook is used to access data and functions related to note-taking.
Upon mounting, the useEffect hook triggers a call to fetch notes data from an API using the provided function. The returned data is then used to update the context.
The component's JSX structure includes several imported UI components such as Header, Sidebar, Filters, and Footer. The main content area conditionally displays a message prompting users to add notes if no notes are available. If notes are present, it maps over the priorityData array to render NotesCard components for each note.
Finally, the Homepage component is exported as the default export, making it accessible for use in other parts of the application.
## Archives page
Archive page is the place where I can see the archived notes , this page is used to hide the notes without permanently deleteing it ,if there is a note which I don't want anyone to see it I can move that note to archive.
When I create a new note I get an option to move this perticular note to Archive page when the note is moved to archive page I also get the option to restore it as normal note and once the note is back to normal state I can see it on homepage.
The page looks like this :

Here is the code snippet :
```jsx
import { React, useEffect } from "../Utils/CustomUtils";
import { useArchiveContext } from "../Context/IndexAllContext";
import {
ArchiveNotesCard,
Footer,
Header,
Sidebar,
} from "../Components/IndexAllComponents";
import { getArchiveNotesFn } from "../Services/ArchiveNotesServices";
function Archivespage() {
const { getArchivedNotes, notesArchiveFn } = useArchiveContext();
useEffect(() => {
getArchiveNotesFn(notesArchiveFn);
}, []);
return (
<div>
<Header />
<Sidebar />
<div>
{getArchivedNotes.length <= 0 ? (
<h1 className="header-text">
{" "}
No notes to display in archive page, add some !
</h1>
) : (
<div className="notes-container" style={{ marginTop: "5rem" }}>
{getArchivedNotes.map((archivenotesdata) => (
<ArchiveNotesCard
archivenotesdata={archivenotesdata}
key={archivenotesdata._id}
/>
))}
</div>
)}
</div>
<Footer />
</div>
);
}
export default Archivespage;
```
This code defines a React component called Archivespage, which displays archived notes. Here's a detailed explanation of its structure and functionality:
1. **Imports**:
- React and useEffect are imported from a custom utilities file.
- The useArchiveContext hook is imported to access context data related to archived notes.
- CSS styles for the component are implicitly referenced through the JSX structure.
- Various UI components such as ArchiveNotesCard, Footer, Header, and Sidebar are imported from a central components file.
- A function to fetch archived notes from an API is imported from a services file.
2. **Function Declaration**:
- The Archivespage component is defined as a functional component.
- Within this component, the useArchiveContext hook is used to extract getArchivedNotes (an array of archived notes) and notesArchiveFn (a function for handling notes archiving).
3. **useEffect Hook**:
- The useEffect hook is used to perform a side effect when the component mounts. It calls the getArchiveNotesFn function with notesArchiveFn as an argument to fetch archived notes from an API and update the context.
4. **Rendering**:
- The component returns JSX markup to define its structure.
- It includes several UI components such as Header, Sidebar, and Footer.
- In the main content area, it conditionally renders a message if there are no archived notes available, prompting the user to add some.
- If there are archived notes, it maps over the getArchivedNotes array and renders ArchiveNotesCard components for each archived note, passing the note data as a prop.
5. **Export**:
- The Archivespage component is exported as the default export, making it accessible for use in other parts of the application.
Overall, the Archivespage component is responsible for fetching and displaying archived notes, incorporating various UI elements, and conditionally rendering content based on the availability of archived notes.
## Trash Page
Trash Page hold the notes which are moved to Trash basicaly I want to remove the notes from the system so I can use Trash option which I get when I create a new note ,this Trash page also acts as recyle bin because I get an option to restore the notes to normal and also get the option permanently remove the notes from the system.
The page looks like this :

Here is the code snippet :
```jsx
import { useEffect } from "../Utils/CustomUtils";
import { useTrashNotesContext } from "../Context/IndexAllContext";
import {
Footer,
Header,
Sidebar,
TrashNotesCard,
} from "../Components/IndexAllComponents";
import { getTrashedNotesFn } from "../Services/TrashNotesServices";
function Trashpage() {
const { getTrashedNotes, notesTrashFn } = useTrashNotesContext();
useEffect(() => {
getTrashedNotesFn(notesTrashFn);
}, []);
return (
<div>
<Header />
<Sidebar />
<div>
{getTrashedNotes && getTrashedNotes.length <= 0 ? (
<h1 className="header-text">
No notes to display in trash page, add some ..!
</h1>
) : (
<div className="notes-container" style={{ marginTop: "5rem" }}>
{getTrashedNotes &&
getTrashedNotes.map((trashnotesdata) => (
<TrashNotesCard
trashnotesdata={trashnotesdata}
key={trashnotesdata._id}
/>
))}
</div>
)}
</div>
<Footer />
</div>
);
}
export default Trashpage;
```
This code defines a React component named Trashpage, which handles the display of trashed notes. Here's an explanation of its components and functionality:
1. **Imports**:
- The useEffect hook is imported from a custom utilities file.
- The useTrashNotesContext hook is imported to access context data and functions related to trashed notes.
- Various UI components such as Footer, Header, Sidebar, and TrashNotesCard are imported from a central components file.
- A function to fetch trashed notes from an API is imported from a services file.
2. **Function Declaration**:
- The Trashpage component is defined as a functional component.
- Within this function, the useTrashNotesContext hook is used to extract getTrashedNotes (an array of trashed notes) and notesTrashFn (a function for handling trashed notes).
3. **useEffect Hook**:
- The useEffect hook is used to perform a side effect when the component mounts. It calls the getTrashedNotesFn function with notesTrashFn as an argument to fetch trashed notes from an API and update the context.
4. **Rendering**:
- The component returns JSX markup to define its structure.
- It includes several UI components such as Header, Sidebar, and Footer.
- The main content area conditionally renders a message if there are no trashed notes available, prompting the user to add some.
- If there are trashed notes, it maps over the getTrashedNotes array and renders TrashNotesCard components for each trashed note, passing the note data as a prop.
5. **Export**:
- The Trashpage component is exported as the default export, making it accessible for use in other parts of the application.
Overall, the Trashpage component is responsible for fetching and displaying trashed notes, incorporating various UI elements, and conditionally rendering content based on the availability of trashed notes.
## Editnotes page
We human commit mistakes as the mistakes could happen anywhere and anytime so having an option to corrent it is like a blessings therfore in this note taking app I can also make mistaked while composing notes but I have an option to edit the notes and correct the mistakes and again republish the notes.
An edit option is a feature which allows to fix the problems and this perticular feature is tough to develop as its the backbone of note taking system.
Look into this picture :

As you can see this is the first note which we have made it has title,a paragraph for details,labels,priority,when the note was created,edit icon to edit note,trash icon to move notes to trash , archive note icon and when the note was created on what date and time , the option when the note was updated(edited) is empty.
Look into this image :

In this picture you can clearly see an updated note from the previous image the title,paragraph,label is updated and the note updation date and time is clearly mentioned on note itself,I can also change the background color of note while editing the note.
here is how note compose and edit form looks at the page :

here is the code :
```jsx
import {
EditForm,
Footer,
Header,
Sidebar,
} from "../Components/IndexAllComponents";
function Editnotespage() {
return (
<div>
<Header />
<Sidebar />
<EditForm />
<Footer />
</div>
);
}
export default Editnotespage;
```
This code defines a React component named Editnotespage. Here's an explanation of its components and functionality:
1. **Imports**:
- The EditForm, Footer, Header, and Sidebar components are imported from a central components file.
2. **Function Declaration**:
- The Editnotespage component is defined as a functional component.
3. **Rendering**:
- The component returns JSX markup to define its structure.
- It includes several UI components: Header, Sidebar, EditForm, and Footer.
- **Header**: Typically displays the top navigation or title.
- **Sidebar**: Usually contains navigation links or additional options.
- **EditForm**: A form component for editing notes.
- **Footer**: Typically displays the bottom navigation or additional information.
4. **Export**:
- The Editnotespage component is exported as the default export, making it accessible for use in other parts of the application.
Overall, the Editnotespage component serves as a page layout that includes a header, sidebar, an editing form for notes, and a footer. It is responsible for providing a structured interface for editing notes within the application.
## Label page
When I create a new page I get an option to add label to that specific note , when I will have too much notes It will be difficult to handle and find each note so I added this feature to filter out notes from the sidebar menu once the note is created with specific label that label will be automatically added to sidebar I can easily find the note by clicking on that perticular label.

I have added to notes with the same label name ``demo`` and both of the notes are visible on demo page ,the acess to demo page was given through the sidebar where `demo` label is added when the note was created and ``demo`` as label was gievn there.
here is the code snippet :
```jsx
import React, { useEffect } from "react";
import { useParams } from "react-router-dom";
import { Footer, Header, Sidebar } from "../Components/IndexAllComponents";
import LabelNotesCard from "../Components/NotesCard/LabelNotesCard";
import { useNoteTakingContext } from "../Context/NotetakingContext";
import { getNotesDataFromAPIFn } from "../Services/NoteTakingServices";
function Labelpage() {
const { notesTakingFn, getNotesData, priorityData } = useNoteTakingContext();
const params = useParams();
const labeledData = priorityData.filter(
(f) => f.labelInputBoxValue === params.label
);
useEffect(() => {
getNotesDataFromAPIFn(notesTakingFn);
}, []);
return (
<div>
<Header />
<Sidebar />
<div className="notes-container" style={{ marginTop: "5rem" }}>
{labeledData &&
labeledData.map((labeledNotesData) => (
<LabelNotesCard
key={labeledNotesData._id}
labeledNotesData={labeledNotesData}
/>
))}
</div>
<Footer />
</div>
);
}
export default Labelpage;
```
This code defines a React component named Labelpage, which is responsible for displaying notes filtered by a specific label. Here's an explanation of its components and functionality:
1. **Imports**:
- React and useEffect are imported from the React library.
- The useParams hook is imported from react-router-dom to access route parameters.
- Several UI components (Footer, Header, Sidebar) are imported from a central components file.
- The LabelNotesCard component is imported from a subdirectory.
- The useNoteTakingContext hook is imported to access note-taking context data.
- A function to fetch notes data from an API is imported from a services file.
2. **Function Declaration**:
- The Labelpage component is defined as a functional component.
- Inside this component, the useNoteTakingContext hook is used to extract notesTakingFn, getNotesData, and priorityData from the context.
- The useParams hook is used to get the label parameter from the URL.
3. **Filtering Data**:
- The labeledData variable is created by filtering the priorityData array to include only notes with a label that matches the label parameter from the URL.
4. **useEffect Hook**:
- The useEffect hook is used to fetch notes data from an API when the component mounts. It calls the getNotesDataFromAPIFn function with notesTakingFn as an argument to update the context.
5. **Rendering**:
- The component returns JSX markup to define its structure.
- It includes the Header, Sidebar, and Footer components.
- It renders a container for notes with a margin at the top.
- Inside the container, it maps over the labeledData array and renders a LabelNotesCard component for each filtered note, passing the note data as a prop.
6. **Export**:
- The Labelpage component is exported as the default export, making it accessible for use in other parts of the application.
Overall, the Labelpage component is responsible for fetching notes data, filtering the notes based on the label from the URL parameter, and displaying the filtered notes using the LabelNotesCard component along with other UI elements like the header, sidebar, and footer.
## Account manager page
The account manager page shows the data related to your account where I am showing how many notes I have created, what's my name and email and phone number.
Here is what the page looks like :

in this image I have a special unique used Id , my name and email along with the how many notes how I have created here I have made 3 notes therefore 3 notes are showing.
Here is the code snippet :
```jsx
import {
Account,
Footer,
Header,
Sidebar,
} from "../Components/IndexAllComponents";
function Accountpage() {
return (
<div>
<Header />
<Sidebar />
<Account />
<Footer />
</div>
);
}
export default Accountpage;
```
This code defines a React component named Accountpage. Here's an explanation of its structure and functionality:
1. **Imports**:
- Several UI components (Account, Footer, Header, Sidebar) are imported from a central components file. These components are likely used to build the page layout.
2. **Function Declaration**:
- The Accountpage component is defined as a functional component.
3. **Rendering**:
- The component returns JSX markup to define its structure.
- It includes several UI components:
- **Header**: Likely displays the top navigation or page title.
- **Sidebar**: Usually contains navigation links or additional options.
- **Account**: Presumably displays account-related information or settings for the user.
- **Footer**: Typically displays the bottom navigation or additional information.
4. **Export**:
- The Accountpage component is exported as the default export, making it accessible for use in other parts of the application.
Overall, the Accountpage component serves as a page layout that includes a header, sidebar, account information section, and footer. It provides a structured interface for displaying account-related information or settings within the application.
## The Note-taking functionality :
As the app is all about taking notes and managing them its is important to dicuss about the notes taking feature , it's the backbone of application and how I have managed to build this notes app using React JS and MockAPIs.
The note taking functions takes notes header, priority ,label ,paragraph and notes color and produces the final notes based on the given input values.
Here is the snapshot of note taking feature:

here is the code snippet:
```jsx
import { useNoteTakingContext } from "../../Context/IndexAllContext";
import { addNotesintoDbFn } from "../../Services/NoteTakingServices";
import RTEEditor from "../Editor/RTEEditor";
import "./InputNotes.css";
function InputNotes({ toggleModal }) {
const {
notesBgColor,
inputTextTitleValue,
priorityRadioBoxValue,
labelInputBoxValue,
textareaBoxValue,
noteCreationTime,
notesTakingFn,
isOpen,
} = useNoteTakingContext();
function submitNotes(e) {
addNotesintoDbFn(
e,
inputTextTitleValue,
priorityRadioBoxValue,
labelInputBoxValue,
textareaBoxValue,
notesBgColor,
noteCreationTime,
notesTakingFn
);
notesTakingFn({ type: "INPUTTEXTTITLEVALUE", payload: null });
notesTakingFn({ type: "PRIORITYRADIOBOXVALUE", payload: null });
notesTakingFn({ type: "LABELINPUTBOXVALUE", payload: null });
notesTakingFn({ type: "TEXTAREABOXVALUE", payload: null });
notesTakingFn({ type: "NOTESBGCOLOR", payload: null });
toggleModal();
}
return (
<div>
<div
className="notes1-container"
style={{
backgroundColor: notesBgColor,
}}
defaultValue="#FFFF"
>
<div className="form-container">
<form onSubmit={submitNotes}>
<input
type="text"
name="name"
required
class="navigation__input"
placeholder="notes Title....!"
onChange={(e) =>
notesTakingFn({
type: "INPUTTEXTTITLEVALUE",
payload: e.target.value,
})
}
/>
<label className="label-radio-box">
Priority
<input
type="radio"
name="priority"
value="top"
required
checked={priorityRadioBoxValue === "top"}
onChange={(e) =>
notesTakingFn({
type: "PRIORITYRADIOBOXVALUE",
payload: e.target.value,
})
}
/>
Top
<input
type="radio"
name="priority"
value="medium"
required
checked={priorityRadioBoxValue === "medium"}
onChange={(e) =>
notesTakingFn({
type: "PRIORITYRADIOBOXVALUE",
payload: e.target.value,
})
}
/>
Medium
<input
type="radio"
name="priority"
value="low"
required
checked={priorityRadioBoxValue === "low"}
onChange={(e) =>
notesTakingFn({
type: "PRIORITYRADIOBOXVALUE",
payload: e.target.value,
})
}
/>
Low{" "}
</label>
<input
type="text"
name="name"
required
class="navigation__input"
placeholder="add labels....!"
onChange={(e) =>
notesTakingFn({
type: "LABELINPUTBOXVALUE",
payload: e.target.value,
})
}
/>
<div className="rte-icons">
<RTEEditor />
</div>
<div className="color-pallete">
<input type="submit" className="take-notes-btn" />
<label>
<input
type="color"
className="input-color"
onChange={(e) =>
notesTakingFn({
type: "NOTESBGCOLOR",
payload: e.target.value,
})
}
/>
<span className="material-icons rte-icons2">color_lens </span>
</label>
</div>
</form>
</div>
</div>
</div>
);
}
export default InputNotes;
```
This code defines a React component named InputNotes, which provides a form for creating and submitting notes. Here’s a detailed explanation of its components and functionality:
1. **Imports**:
- The `useNoteTakingContext` hook is imported to access the context for note-taking.
- The `addNotesintoDbFn` function is imported to handle the logic of adding a note to the database.
- The `RTEEditor` component is imported to provide a rich text editor for note content.
- CSS styles specific to this component are imported from "InputNotes.css".
2. **Function Declaration**:
- The `InputNotes` component is defined as a functional component that receives a `toggleModal` function as a prop.
- Inside this component, various state values and functions are extracted from the note-taking context, such as `notesBgColor`, `inputTextTitleValue`, `priorityRadioBoxValue`, `labelInputBoxValue`, `textareaBoxValue`, `noteCreationTime`, `notesTakingFn`, and `isOpen`.
3. **Form Submission**:
- The `submitNotes` function is defined to handle form submission. It takes an event (`e`) as an argument.
- This function calls `addNotesintoDbFn` with various note attributes and the `notesTakingFn` to add the note to the database.
- After adding the note, it resets the form fields by dispatching actions to the `notesTakingFn`.
- Finally, it calls `toggleModal` to close the modal containing the form.
4. **Rendering**:
- The component returns JSX markup to define its structure.
- The main container has a background color set to `notesBgColor`.
- The form includes:
- An input field for the note title, with an `onChange` handler to update the `inputTextTitleValue`.
- A set of radio buttons for selecting the note's priority, each with an `onChange` handler to update the `priorityRadioBoxValue`.
- An input field for adding labels, with an `onChange` handler to update the `labelInputBoxValue`.
- The `RTEEditor` component for rich text editing.
- A color picker for selecting the background color of the note, with an `onChange` handler to update the `notesBgColor`.
- A submit button to submit the form.
5. **Export**:
- The `InputNotes` component is exported as the default export, making it accessible for use in other parts of the application.
Overall, the `InputNotes` component provides a user interface for creating and submitting new notes, including setting the note title, priority, labels, content, and background color. The form submission logic handles adding the note to a database and resetting the form fields.
## Conclusion :
Finally I thoroughly enjoyed building this small note taking app clone as it has given me a deeper understanding of React development and various other tools of the React ecosystem, here is the breakdown of the technologies I have learned :
- ReactJS
- React Router v6
- React Context API and useReducer
- React Player
- [Slate UI]([https://slateui.netlify.app/](https://slateui.netlify.app/)) - CSS Component Library
- MockBee
- React Hot Toast
here is the feature list of the application :
* Add Notes
* Edit Notes
* Archive Notes
* Delete Notes
* Search Notes
* Add/update Note labels
* Add/update Note priority
* Add/update Note color
* Filter and sort Notes
* Rich Text Editor
* Toasts
* Authentication
Thanks for Reading it you can see the complete code on [github](https://github.com/VayuSoftwares/Slate-Note-Taking/tree/development/slate-note-taking) and can browse the project [here](https://slate-note-taking.netlify.app/)
If you have anything to share with me or want me to develop some web app I am always open to opportunities you can connect here on [Linkedin]([https://www.linkedin.com/in/prankurpandeyy/](https://www.linkedin.com/in/prankurpandeyy/))
\*\* | prankurpandeyy | |
1,897,594 | Behind the Scenes of Python: A Beginner's Guide | Introduction Have you ever wondered what happens when you run a Python script? I recently... | 0 | 2024-06-23T08:05:25 | https://dev.to/mitvavirvadiya/behind-the-scenes-of-python-a-beginners-guide-3575 | ## Introduction
Have you ever wondered what happens when you run a Python script? I recently started learning Python from the Chai aur Code YouTube channel by Hitesh Sir. He explained the internal workings of Python very clearly. This guide will help you understand Python's inner workings. We'll explore concepts such as the interpreter, compilation, memory management, mutable and immutable objects
## Interpreting and Compiling
- Python is an interpreted language, which means your code is executed line by line by the Python interpreter.
- Before execution, Python compiles your source code (.py file) into byte code (.pyc file). Byte code is a lower-level, platform-independent representation of your source code.
- The byte code is then executed by the Python Virtual Machine (PVM), which interprets the byte code and interacts with the underlying hardware.
## Memory Management
Now that we have bytecode, the computer needs a space to store and process information. This is where memory comes in.
- Values assigned to variables are stored in memory as objects
- Variables in Python are essentially references to objects in memory. When you assign a value to a variable, you are creating a reference to an object.
- In Python, the data type is associated with the object, not the variable. This means a variable can hold objects of different types during its lifetime.
```
# Assigning a list to a variable
a = [1, 2, 3]
# Assigning the same list to another variable
b = a
print("Original list a:", a)
print("Original list b (reference to a):", b)
# Modifying the list using one variable
a.append(4)
print("Modified list a:", a)
print("Modified list b (reference to a):", b)
```
In this example, a and b are references to the same list object in memory. When you modify a, b also reflects the change because they both point to the same list.
## Mutable v/s Immutable Objects
there are basically 2 types of objects, mutable and immutable
immutable objects: These are objects whose state cannot be modified after they are created.
mutable objects: These are objects that can be changed after they are created.
```
# Immutable object: string
str1 = "hello"
str2 = str1
print("Before modification:")
print("str1:", str1)
print("str2:", str2)
# Modify str1
str1 = "world"
print("\nAfter modifying str1:")
print("str1:", str1)
print("str2:", str2)
```
Strings are immutable objects in Python. When str1 is modified, it actually creates a new string object and str2 remains unchanged, still referencing the original string.
```
# Mutable object: list
list1 = [10, 20, 30]
list2 = list1
print("Before modification:")
print("list1:", list1)
print("list2:", list2)
# Modify list1
list1[0] = 100
print("\nAfter modifying list1:")
print("list1:", list1)
print("list2:", list2)
```
Lists are mutable objects in Python. When list1 is modified, list2 also shows the modification because it references the same list.
Understanding references and mutability is crucial for efficient Python programming:
Reference Behavior: When you assign one variable to another, both variables point to the same object. Changes to the object through one variable will reflect when accessed through the other.
Copying Objects: To avoid unintentional changes to mutable objects, you may need to create a copy. This can be done using the copy module for shallow and deep copies.
## Conclusion
Understanding the inner workings of Python helps you write more efficient and effective code. From how your script is executed, to memory management, what are mutable and immutable objects, knowing these details will grow your programming skills and deepen your Knowledge for the Python language.
[Always Check out Chai aur code playlist on python for beginner to understand this concepts more clearly](https://www.youtube.com/playlist?list=PLu71SKxNbfoBsMugTFALhdLlZ5VOqCg2s) | mitvavirvadiya | |
1,897,593 | Know AWS SAA-C03 Exam in 2024 (Tips, Resources, Difficulty) | Last month, I shared how I passed my AWS Cloud Practitioner Foundational exam with just seven days of... | 0 | 2024-06-23T08:05:07 | https://dev.to/bren67/know-aws-saa-c03-exam-in-2024-tips-resources-difficulty-2pn1 | aws, awscertification, awschallenge, exam | Last month, I shared how I passed my AWS Cloud Practitioner Foundational exam with just seven days of preparation, and you all loved it! To continue this series, today I'm going to share how I passed my AWS Solution Architect Associate exam. I’ll break down the exam and the resources I used, starting with the free exam preparation.
**Why Start with the Foundational Exam**
The AWS Solution Architect Associate exam, one of three associate-level exams, is best tackled after the foundational exam. Many experts recommend starting with the foundational exam to gain a solid understanding of the breadth of AWS services, architectures, and best practices. From there, it’s advisable to proceed to the developer exam and then to the sysops exam before tackling the pro-level certifications.
**My Background and Preparation**
I previously had a technical architect role, so I was familiar with core system design architecture principles and patterns like high availability, disaster recovery, scaling, load balancing, and security best practices. This foundational knowledge made the exam easier, though I still had to understand AWS-specific design patterns and services.
**Exam Breakdown**
The AWS Solution Architect Associate exam recommends:
A minimum of 12 months of hands-on experience with AWS technology, including using compute, networking, storage, and database AWS services.
Experience in deploying, managing, and operating workflows on AWS, as well as implementing security controls and compliance requirements.
The exam consists of 65 multiple-choice questions and lasts 90 minutes. It is available in English, Japanese, Korean, and Chinese. A score of 700 out of 1000 is needed to pass. I scored 734, which I was quite happy with.
**Preparation Strategy**
Given my AWS experience, I focused on my knowledge gaps, particularly with AWS services I wasn’t familiar with. I started with a mock exam from Skillcertpro to identify these gaps.
The exam is split into four core AWS domains:
Design Resilient Architectures
Design High-Performing Architectures
Design Secure Applications and Architectures
Design Cost-Optimized Architectures
My gaps were in designing secure and cost-optimized architectures, so I concentrated my preparation on these areas. I used Notion to track questions I got wrong, which amounted to about 130 questions across 12 mock exams from Wizlabs and Udemy. Active recall of these questions helped solidify my understanding.
**Recommended Resources**
I highly recommend taking an online or offline course to gain practical experience for the AWS Solution Architect Associate exam. Avoid relying on outdated free dumps, as they often contain incorrect answers that can mislead you during preparation.
After completing a course, consider investing in [Skillcertpro](https://skillcertpro.com/product/aws-solutions-architect-associate-saa-c03-practice-tests/), which costs $20 but is incredibly valuable. It offers around 1000 questions, each with detailed explanations to help you thoroughly understand the topics. I’ve used Skillcertpro for other security certifications and passed on my first attempt.
**Helpful Tips for SAA-C03 Exam**
Achieving scores of 85% or higher in Skillcertpro's mock exams indicates you're ready to pass the official SAA-C03 exam. I found that nearly 80% of the questions in the official exam were similar to those in Skillcertpro tests. I personally succeeded in the exam with minimal hands-on experience. While the exam is challenging, thorough preparation significantly enhances your chances of passing.
**Additional Exam Resources**
Skillcertpro offers free exam notes when you purchase their mock exams, which can be incredibly helpful.
**Exam Experience**
I took my exam at home via Pearson, one of the two providers available in the UK. The process involved a thorough desk check to ensure no unauthorized materials were present. The exam took me about 45 minutes, and I felt confident going in after having completed 12 mock exams.
**Post-Exam**
AWS reviews your exam footage before releasing your results. I received my results about four hours after finishing the exam, and my AWS badge was available within 24 hours.
**Are Certifications Worth It?**
Absolutely! Certifications validate your understanding, although they don’t necessarily prove hands-on ability with AWS. Most engineers use infrastructure as code tools like CloudFormation, CDK, or Terraform for setups, rather than the AWS console. For engineers, hands-on AWS experience is crucial. Start with the console and then move to infrastructure as code tools. Certifications look great on your resume, especially if you aim to become a freelancer or contractor.
**Next Steps**
My next target is the AWS Developer Associate exam, followed by the sysops or security specialty. Eventually, I plan to pursue pro-level certifications. Passing pro-level exams also recertifies you for associate-level certifications, so maintaining these certifications is efficient.
Let me know in the comments what exams you're planning to take and how you're preparing for them | bren67 |
1,897,579 | Japanglish Tech Talk #1 Presentation Introduction | Hi There! This is Tamtam. I'm organizing "Japanglish Tech" event with Naru. What is... | 0 | 2024-06-23T08:04:18 | https://dev.to/tamtam0829/japanglish-tech-talk-1-presentation-introduction-3k74 | community, japanglish, webdev, tokyo | Hi There! This is [Tamtam](https://x.com/TamtamFitness).
I'm organizing "Japanglish Tech" event with [Naru](https://x.com/1026NT).
# What is Japanglish Tech Talk?
This is an English-only LT event for engineers held in Tokyo, Japan!
It is difficult to speak English in Japan because most conversations are in Japanese.
With this in mind, we are organizing this event to provide a casual opportunity to speak at an LT event in Tokyo.
# Japanglish Tech Talk #1 Presentation :-D
We had our first Japanglish Tech Talk on June 19, 2024.
So I will briefly share the presentation.
Thank you to [Ichizoku](https://ichizoku.io/) and [RAKSUL](https://corp.raksul.com/en/) for their sponsorship!
- [Japanglish Tech Talk#1](https://japanglish.connpass.com/event/316285/)
- [Japanglish Youtube](https://www.youtube.com/channel/UCKC2d4f-k-f4KeRs_YV9q_g)
### Generate Android App UI with Gemini
- [presentation material](https://speakerdeck.com/musayazuju/generate-android-app-ui-with-gemini)
- Speaker: Musa
Describes the "Gemini" feature introduced at Google I/O 2024.
we look forward to future improvements such as the accuracy of the design details not matching what we had imagined, lack of image input options, and initial compilation errors.
---
### Building My First Infrastructure The way from EC2 to ECS
- [presentation material](https://speakerdeck.com/zakisankazu/2024-06-19-japanglish-tech-talk-building-my-first-infrastructure-the-way-from-ec2-to-ecs)
- Speaker: Zaki
Introduces efforts to containerize PHP/Laravel web applications and migrate them from EC2 to ECS.
Future focus on improving log management methods, security response knowledge, and infrastructure operations skills within the team.
---
### Replaced the app with Next.js, Golang and Auth0 20240619
- [presentation material](https://speakerdeck.com/kohekohe/replaced-the-app-with-next-dot-js-golang-and-auth0-20240619-a17b3f3a-c32b-4858-b5eb-d5365efbc456)
- Speaker: kohekohe
Presents the experience of building an engineering team and replacing an existing application with modern technology.
I especially sympathize with the user data migration story.
---
### htmx for backend engineer
- [presentation material](https://speakerdeck.com/nakamurakzz/htmx-for-backend-engineer)
- Speaker: Nakamura
It shows how back-end engineers who are not good at front-end development can easily build interactive web applications using htmx.
※ Other presentations will be shared later!
# The next event will also be held!
The total number of participants exceeded 30, and we connected with people willing to volunteer in the future.
We are planning to hold this event regularly due to the demand! XD
 | tamtam0829 |
1,897,647 | Typebot: Building Effective Customer Support | Hey everyone, In this blog we will see how you can create a simple customer support chatbot using... | 0 | 2024-07-05T15:32:54 | https://blog.elest.io/typebot-addressing-problem-1-ineffective-customer-support/ | softwares, typebot, elestio | ---
title: Typebot: Building Effective Customer Support
published: true
date: 2024-06-23 08:03:44 UTC
tags: Softwares,Typebot,Elestio
canonical_url: https://blog.elest.io/typebot-addressing-problem-1-ineffective-customer-support/
cover_image: https://blog.elest.io/content/images/2024/05/Frame-8-4.png
---
Hey everyone, In this blog we will see how you can create a simple customer support chatbot using [Typebot](https://elest.io/open-source/typebot?ref=blog.elest.io). During this tutorial, we will be using a pre-defined template to create the chatbot. You can also choose to create the same from scratch. Before we start, ensure you have deployed Typebot, we will be self-hosting it on [Elestio](https://elest.io/open-source/typebot?ref=blog.elest.io).
## What is Typebot?
Typebot is an open-source, no-code chatbot builder that allows users to create interactive and conversational chatbots easily. It provides an interface where users can design chatbot flows, set up automated responses, and integrate with various messaging platforms without needing any programming skills.
## Creating Typebot
A chatbot is a software application designed to simulate human conversation through text or speech interactions. It can handle customer queries, provide information, and perform tasks across various industries such as customer service, e-commerce, healthcare, and banking. We are going to use the Typebot interface to create this chatbot.
Once you get started, You will be presented with a card with **Create a typebot**. You can choose to create a folder from here too if you want to categorise multiple chatbots facilitating the same purpose.

We are going to use the already provided template by Typebot. To do so click on **Start from a template** section. Note that this can be created manually from scratch too. If you wish so then head over to **Start from scratch**. If you already have a chatbot created on a similar service then you can **Import a file**.

Typebot offers various templates to help users create chatbots quickly and efficiently, catering to diverse needs. These include the Customer Support Template for handling inquiries and support, the Lead Generation Template for capturing potential customer information, the E-commerce Template for assisting with product searches and orders and many more. These pre-configured templates help the chatbot creation process, making it easy to deploy effective solutions for specific use cases. As we are using the templates, head over to the **Customer Support** template under the **Product** section. Once selected, click on **Use this template**.

Now that the template is set, you can make the changes based on your requirements. Use the components to add additional functionalities and responses. Use the theme section to change the look and feel of the chatbot to match your application theme.

Bubbles are visual elements that encapsulate messages, images, and interactive components within the chat. These can include text bubbles for written messages, image bubbles for pictures, button bubbles for interactive options, carousel bubbles for displaying multiple items in a horizontal scroll, and quick reply bubbles for predefined responses. You can easily choose between the following components and drag and drop them on the canvas.

## Testing Typebot
Once you click on **Test** , you will see your chatbot application running, you can choose the prompts and test out the responses. You can restart or test out the typebot on different interfaces like Web, mobile etc.

And done! You have successfully created a customer support typebot. This was a simple application demo and you can configure more options and add multiple integrations to give more power and accuracy to the responses.
## **Thanks for reading ❤️**
Thank you so much for reading and do check out the Elestio resources and Official [Typebot documentation](https://docs.typebot.io/get-started/introduction?ref=blog.elest.io) to learn more about Typebot. You can click the button below to create your service on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io) and create your chatbots for different utilities. See you in the next one👋
[](https://elest.io/open-source/typebot?ref=blog.elest.io) | kaiwalyakoparkar |
1,897,592 | Leveraging Salesforce MuleSoft for Seamless Data Integration | Organizations today are overloaded with data from various sources, often residing in disparate... | 0 | 2024-06-23T08:02:30 | https://dev.to/prankurpandeyy/leveraging-salesforce-mulesoft-for-seamless-data-integration-2dlc |
Organizations today are overloaded with data from various sources, often residing in disparate systems, creating silos that hinder effective use. This fragmentation leads to inefficiencies, fragmented insights, and missed opportunities.
Picture a sales team unable to access crucial customer information or an operations team facing delays due to unsynced ERP data. These scenarios highlight the critical need for seamless data integration to ensure smooth operations and informed decision-making.
Salesforce MuleSoft addresses these challenges by breaking down data silos and enabling seamless integration across your business ecosystem. MuleSoft’s API-led approach simplifies integration, enhances data flow, and ensures real-time access to information. In this article, you'll discover how MuleSoft can transform your data integration strategy and drive operational efficiency.
## Key Features of MuleSoft for Data Integration
MuleSoft offers a wide range of key features that make it a powerful tool for data integration. These features include API-led connectivity, the Anypoint Platform, pre-built connectors, and data transformation and mapping capabilities.
- API-led Connectivity is one of MuleSoft's key features, which simplifies integration by allowing organizations to connect applications, data, and devices through APIs. This approach ensures that data is exposed consistently and reusable, making building new applications and services easier.
- The Anypoint Platform is another critical feature of MuleSoft. It provides a unified platform for managing, designing, and publishing APIs. With the Anypoint Platform, organizations can create, publish, and update APIs and manage their lifecycle. This platform allows for seamless collaboration and enables organizations to speed up the delivery of new applications and services.
- MuleSoft also offers various pre-built connectors for different systems, such as Salesforce, SAP, and Oracle. These connectors provide out-of-the-box integration capabilities, allowing organizations to quickly and easily connect to various systems without needing custom development. Pre-built connectors accelerate integration, ensuring organizations can leverage their existing systems and data sources.
- Data transformation and mapping capabilities are essential for data integration, and MuleSoft provides robust tools for performing these tasks. The Anypoint Platform includes a graphical data mapper, allowing users to visually transform and map data between different systems. This eliminates the need for manual coding and simplifies the data integration process. Additionally, MuleSoft supports various data formats and protocols, making it easy to handle diverse data sources.
## Benefits of Using MuleSoft for Data Integration
Using MuleSoft for data integration offers many benefits, including improved data flow and accessibility, enhanced customer insights, and increased operational efficiency.
One key benefit of using MuleSoft for data integration is improved data flow and accessibility. MuleSoft provides a unified platform that enables businesses to connect and integrate data from different sources, such as databases, cloud applications, and APIs. This allows for a smooth and efficient data flow between systems, eliminating manual data entry and ensuring that data is consistently up-to-date and accurate.
In addition, using MuleSoft for data integration can increase operational efficiency. By automating data integration processes, businesses can save time and resources that would otherwise be spent on manual data entry and maintenance. This improves productivity and allows employees to focus on more strategic and value-added tasks.
Furthermore, MuleSoft offers a range of tools and features that enhance data security and governance. It provides robust security measures, such as encryption and user authentication, to protect data from unauthorized access or breaches. MuleSoft also offers data governance capabilities, such as [data quality](https://hutte.io/trails/salesforce-data-quality-and-cleansing/) checks and auditing, to ensure that data is reliable and compliant with regulatory requirements.
## Setting Up MuleSoft for Salesforce Integration
Setting up MuleSoft for Salesforce integration requires a few important steps to ensure a smooth and successful integration between the two systems. This section will guide you through the initial setup process and provide the necessary information to get started.
1. Preparing Salesforce:
Before setting up MuleSoft, ensuring your Salesforce instance is configured correctly is essential. This includes creating the necessary Salesforce user accounts, defining security settings, and granting access permissions. Additionally, ensure you have identified the specific Salesforce objects and fields you want to integrate with other systems.

Image Source: [Salesforce](https://help.salesforce.com/s/articleView?id=sf.security_overview.htm&type=5)
2. Installing MuleSoft:
To set up MuleSoft, you must first install the MuleSoft Anypoint Studio, a powerful integrated development environment (IDE) designed for building and deploying Mule applications. The Anypoint Studio can be easily downloaded from the [MuleSoft website](https://www.mulesoft.com/lp/dl/anypoint-mule-studio?_gl=1*1j9y7c7*_ga*MTI2NjI3MDUwNi4xNzE4NzkyNDA4*_ga_HQLG2N93Q1*MTcxODc5MjQwNi4xLjEuMTcxODc5MzQ0NC4wLjAuMA..), and the installation process is straightforward. Once installed, you can proceed to the next step.

Image Source: [Mulesoft](https://www.mulesoft.com/platform/studio)
3. Configuring MuleSoft:
After installing Anypoint Studio, you will need to configure MuleSoft to establish the connection with your Salesforce instance. This involves creating a new Mule project and configuring the required connectors and configurations. The Anypoint Studio provides a user-friendly interface that allows you to easily configure Salesforce connectivity. Simply follow the step-by-step instructions provided by MuleSoft's documentation to set up the necessary connections.

Image Source: [Mulesoft](https://docs.mulesoft.com/studio/6.x/setting-up-your-development-environment)
4. Authenticating Salesforce:
Authentication is a crucial step in setting up MuleSoft for Salesforce integration. To establish a secure and reliable connection, you must authenticate the MuleSoft application with Salesforce. MuleSoft provides various authentication mechanisms, such as OAuth, to authenticate with Salesforce. Choose the authentication method that best suits your requirements and follow the authentication process outlined in MuleSoft's documentation.

Image Source: [Mulesoft](https://docs.mulesoft.com/api-manager/latest/mule-oauth-provider-landing-page#:~:text=In%20the%20Mule%20OAuth%202.0,policy%20validates%20the%20token%20successfully.)
5. Testing the Connection:
Once the configuration and authentication steps are completed, it is important to test the connection between MuleSoft and Salesforce. This can be done by running a sample integration flow or performing a simple data retrieval or update operation. Testing the connection ensures that the integration works as expected and helps identify potential issues or errors.

Image Source: [Mulesoft](https://docs.mulesoft.com/salesforce-connector/latest/)
6. Securing the Integration:
Security is a critical aspect of any integration project. Proper security measures should be implemented to ensure the security of your MuleSoft and Salesforce integration. This includes setting up secure communication protocols, enforcing access controls, encrypting sensitive data, and regularly monitoring and auditing the integration for possible vulnerabilities.
## Best Practices for Effective Data Integration
Effective data integration is crucial for businesses that want to leverage the power of data to drive decision-making and operational efficiency. Although integrating different data sources can seem daunting, certain best practices can ensure a successful integration project.
1. Planning and Strategy: Importance of a clear integration strategy
A key step in achieving effective data integration is a clear integration strategy. This strategy should outline the goals and objectives of the integration project and the steps required to achieve them. Without a clear strategy, organizations may struggle to make sense of the data and fail to achieve the desired outcomes.
A well-defined strategy ensures that all stakeholders are aligned and working towards common goals. It also helps set expectations and identifies potential risks and challenges that may arise during the integration process.
2. Data Governance: Ensuring data quality and compliance
Data governance plays a crucial role in effective data integration. It involves defining and implementing policies and procedures for managing data, ensuring data quality, and maintaining compliance with regulatory requirements. Organizations risk integrating incomplete or inaccurate data without proper data governance, resulting in flawed insights and erroneous decision-making.
Organizations should establish data standards, validation processes, and quality controls to ensure data quality. This includes data cleansing, profiling, and establishing data ownership and accountability. Additionally, organizations must comply with data privacy and security regulations, such as GDPR or CCPA, to protect sensitive customer information during integration.
3. Performance Monitoring: Tools and techniques for monitoring integration performance
Monitoring integration performance is vital to ensuring the smooth functioning of integrated systems. It helps identify bottlenecks, performance issues, and potential failures, allowing organizations to take proactive measures and optimize the integration process. Having the right tools and techniques for performance monitoring can significantly enhance the efficiency and effectiveness of data integration.
Integration monitoring tools provide real-time visibility into the integration flows and enable organizations to track data throughput, latency, and error rates. These tools also allow for proactive monitoring, alerting, and troubleshooting of issues. Performance, load, and stress testing should also be conducted to ensure the integrated systems can handle the expected data volumes and workloads without compromising performance.
4. Security Considerations: Protecting sensitive data during integration
Security should be a top priority when it comes to data integration. Organizations must protect sensitive data during integration to prevent breaches and uphold customer trust. This involves implementing data encryption, access controls, and secure data transfer protocols.
Organizations should also conduct thorough security assessments to identify and mitigate any vulnerabilities in the integration infrastructure. Regular security audits and updates are essential to protect the integrated systems against evolving security threats. Additionally, data masking or anonymization techniques can be employed to minimize the exposure of sensitive data during integration testing or development activities.
## Challenges and Solutions
Integrating MuleSoft and Salesforce can present a range of challenges. One of the most common obstacles is the complexity of integrated systems. MuleSoft and Salesforce are highly robust platforms, and bringing them together requires meticulous planning and careful execution. Additionally, the data models used by MuleSoft and Salesforce can differ significantly, creating difficulties in mapping and transforming data between the two systems.
Furthermore, security and access control can be challenging, as ensuring that data is securely transmitted and accessed by the right users is vital in maintaining the integrity and confidentiality of sensitive information.
### Overcoming Obstacles
To overcome these challenges, organizations should adopt a structured approach to integration. This includes thoroughly analyzing the integrated systems, identifying potential roadblocks, and developing a comprehensive integration strategy. It is crucial to involve relevant stakeholders from the MuleSoft and Salesforce teams to ensure all requirements are considered and addressed.
Understanding the data models used in both platforms is essential for successful integration. Time should be invested in mapping and transforming data between MuleSoft and Salesforce, ensuring that all necessary fields and data elements are correctly aligned. Depending on the complexity and scale of the integration, this can require [data integration tools](https://www.rapidionline.com/blog/microsoft-dynamics-salesforce-integration) or custom development.
Security and access control should be prioritized throughout the integration process. This includes implementing secure protocols for data transmission, encrypting sensitive data, and establishing robust user authentication and authorization mechanisms. Regular audits and monitoring should also be performed to identify any potential security gaps and address them promptly
## Final Thoughts
In conclusion, MuleSoft has revolutionized the way organizations approach data integration. With its comprehensive and flexible platform, MuleSoft has empowered businesses to connect disparate systems, streamline processes, and gain valuable insights from their data.
MuleSoft can eliminate the need for custom point-to-point integration solutions by providing a unified platform for data integration. This reduces costs and development time and ensures a more efficient and scalable integration approach.
If you're looking for a flexible, scalable, and future-proof data integration solution, look no further than MuleSoft. Explore MuleSoft's platform's possibilities and take your data integration to the next level.
The article is written by [Gia Radnai](https://www.linkedin.com/in/gia-radnai-a7402b21b/) | prankurpandeyy | |
1,897,591 | Hello World! | A post by Sona kumar | 0 | 2024-06-23T07:58:38 | https://dev.to/sona_kumar_9cfa69a1d83c7a/hello-world-558m | sona_kumar_9cfa69a1d83c7a | ||
1,897,589 | From Monolithic to Microservices: A Comprehensive Guide | In the evolving landscape of software development, the transition from monolithic architectures to... | 0 | 2024-06-23T07:57:03 | https://dev.to/ali_tariq_90f2c6a125b095c/from-monolithic-to-microservices-a-comprehensive-guide-58h6 | webdev, microservices, javascript, programming | In the evolving landscape of software development, the transition from monolithic architectures to microservices has become a significant trend. This transformation promises enhanced scalability, flexibility, and maintainability. In this blog, we will delve deep into the intricacies of both architectures, their pros and cons, and provide a detailed roadmap for migrating from a monolithic system to a microservices-based architecture.
**Understanding Monolithic Architecture**
A monolithic architecture is a traditional model for the design of a software program. Here, the application is built as a single, unified unit. Typically, a monolithic application consists of:
**A single codebase:** All functionalities are interwoven and reside in one codebase.
**Tightly coupled components:** Changes in one component often require changes in others.
**Shared database:** A single database is used by the entire application.
**Pros of Monolithic Architecture**
- **Simpler Development:** With all components in a single codebase, development is straightforward.
- **Easier Testing:** Testing a monolithic application can be simpler because all components are integrated.
- **Performance:** Communication between components is faster due to direct function calls.
**Cons of Monolithic Architecture**
- **Scalability Issues:** Scaling a monolithic application can be challenging since the entire application needs to be scaled, not individual components.
- **Limited Flexibility:** Technologies and frameworks used are hard to change due to tight coupling.
- **Long Build and Deployment Times:** As the application grows, build and deployment times increase.
- **Maintenance Challenges:** Updating a monolithic application can be risky and time-consuming.
**Introduction to Microservices Architecture**
Microservices architecture breaks down an application into smaller, loosely coupled, and independently deployable services. Each service is responsible for a specific business functionality and communicates with other services through well-defined APIs.
**Pros of Microservices Architecture**
- **Scalability:** Individual services can be scaled independently, improving resource utilization.
- **Flexibility:** Different technologies and frameworks can be used for different services.
- **Faster Development and Deployment:** Smaller codebases allow for quicker builds and deployments.
- **Resilience:** Failure in one service does not necessarily impact others.
**Cons of Microservices Architecture**
- **Complexity:** Managing multiple services can be complex.
- **Communication Overhead:** Inter-service communication can introduce latency and require careful management.
- **Testing Challenges:** Ensuring the integration of multiple services can be more challenging.
- **Data Management:** Distributed data management can become complicated.
**Transitioning from Monolithic to Microservices**
Migrating from a monolithic architecture to microservices is a significant endeavor. Here’s a step-by-step guide to facilitate this transformation:
1. **Assess and Plan**
- **Evaluate Current System:** Understand the existing monolithic application, its components, and dependencies.
- **Define Goals:** Clearly outline the goals for the migration, such as improved scalability, faster deployment, or enhanced resilience.
- **Create a Roadmap:** Develop a detailed migration plan, including timelines, resource allocation, and potential risks.
2. **Identify Microservices**
- **Decompose the Monolith:** Break down the monolithic application into smaller, manageable services based on business capabilities.
- **Define Service Boundaries:** Ensure each microservice has a clear boundary and is responsible for a specific functionality.
- **Prioritize Services:** Determine which services to develop first based on factors like business value and complexity.
3. **Design Microservices**
- **API Design:** Design robust APIs for inter-service communication.
- **Database Segregation:** Decide on the database strategy. Consider options like database per service, shared database, or CQRS (Command Query Responsibility Segregation).
- **Service Registry and Discovery:** Implement mechanisms for service registry and discovery to enable services to find each other.
4. **Implement Microservices**
- **Develop Services:** Start developing microservices independently using appropriate technologies and frameworks.
- **Implement Inter-service Communication:** Use protocols like HTTP/REST, gRPC, or messaging queues for communication between services.
- **Data Management:** Ensure data consistency and manage distributed transactions if necessary.
5. **Testing and Deployment**
- **Unit and Integration Testing:** Test individual services and their interactions.
- **Continuous Integration/Continuous Deployment (CI/CD):** Implement CI/CD pipelines to automate testing and deployment.
- **Monitoring and Logging:** Set up comprehensive monitoring and logging to track the performance and health of services.
6. **Gradual Migration and Refactoring**
- **Incremental Transition:** Gradually migrate components from the monolith to microservices.
- **Refactor as Needed:** Continuously refactor services to improve performance and maintainability.
- **Maintain Backward Compatibility:** Ensure new microservices are compatible with the existing monolithic system during the transition.
**Best Practices for Microservices**
- **Single Responsibility Principle:** Each service should have a single responsibility.
- **Decentralized Data Management:** Avoid a shared database to prevent tight coupling.
- **Resilience and Fault Tolerance:** Implement patterns like circuit breakers to handle failures gracefully.
- **Automated Testing:** Invest in automated testing to ensure reliability.
- **Continuous Monitoring:** Continuously monitor services for performance and reliability issues.
**Conclusion**
Transitioning from a monolithic to a microservices architecture can bring significant benefits, including enhanced scalability, flexibility, and maintainability. However, it requires careful planning, design, and execution. By following the outlined steps and adhering to best practices, organizations can successfully navigate this transformation and reap the rewards of a more modular and resilient architecture.
By leveraging microservices, businesses can respond more swiftly to changing market demands, innovate faster, and maintain a competitive edge in the digital landscape. The journey from monolith to microservices may be complex, but the payoff in terms of agility and performance is well worth the effort. | ali_tariq_90f2c6a125b095c |
1,897,588 | How to generate thumbnails from video ? | In this tutorial, you will learn how to generate thumbnails from a video file. Warning!!!... | 0 | 2024-06-23T07:55:41 | https://dev.to/codewithlaksh/how-to-generate-thumbnails-from-video--11a | ffmpeg, javascript, node | In this tutorial, you will learn how to generate thumbnails from a video file.
### Warning!!! Please use small video files only, if your machine is low-end.
We will primarily use the `fluent-ffmpeg` library to perform the action.
For this, download the ffmpeg library from the official site of ffmpeg [https://ffmpeg.org/](https://ffmpeg.org/).
Extract the zip and add the `bin` folder to your environment variables path.
---
Steps:
1. Create a folder for the conversion, name it as ```video-thumbnail-generator```.
2. Initialize it as a nodejs package.
```bash
$ npm init -y
```
3. Install the fluent ffmpeg library
```bash
$ npm install fluent-ffmpeg
```
4. Import the library
```js
const ffmpeg = require('fluent-ffmpeg')
```
5. The first argument of the ffmpeg will be the path to the video file
```js
ffmpeg('path_to_videofile')
```
6. Take screenshot and save to the folder (Note: Multiple screenshots can be taken at a time, but we will take only 1)
```js
ffmpeg('path_to_videofile')
.screenshots({
count: 1,
filename: 'thumbnail-%s.png',
folder: 'output_path/'
})
```
## Entire code
```js
const ffmpeg = require('fluent-ffmpeg')
ffmpeg('path_to_videofile')
.on('filenames', (filenames) => {
console.log(filenames.join(', ') // Display the filenames to be generated
})
.on('end', () => {
console.log('Screenshots taken!');
})
.screenshots({
count: 1,
filename: 'thumbnail-%s.png',
folder: 'output_path/'
})
```
| codewithlaksh |
1,897,590 | AI Interview Copilot: Revolutionizing Job Interviews with Real-Time AI Assistance | In today's fast-paced job market, having immediate support during interviews can make a significant... | 0 | 2024-06-23T07:55:21 | https://dev.to/vilkis_f56dcd0aeba7027545/ai-interview-copilot-revolutionizing-job-interviews-with-real-time-ai-assistance-5ang | career, interview, algorithms, ai | In today's fast-paced job market, having immediate support during interviews can make a significant difference. Enter [AI Interview Copilot](https://www.aiinterviewcopilot.com), an AI-powered tool designed to provide real-time answers to interview questions as they are asked. Here’s a detailed look at why this tool is indispensable.
## What is AI Interview Copilot?
[AI Interview Copilot](https://www.aiinterviewcopilot.com) is an innovative application that aids candidates in real-time during job interviews. Utilizing the capabilities of GPT-4o, it listens to the interviewer's questions, processes them instantly, and delivers accurate, context-sensitive answers. This tool is ideal for those seeking immediate help to navigate challenging interview questions and particularly useful for those preparing to crack the coding interview.
## Key Features and Benefits
**Real-Time Answer Generation**
The application listens to interview questions and generates responses on the spot. This allows users to provide thoughtful and relevant answers immediately, boosting their confidence and performance.
**Precision and Relevance**
Powered by GPT-4o, the AI ensures that answers are precise and contextually appropriate, improving the quality of responses and ensuring they align with job requirements and company culture.
**Integrated Problem-Solving**
For technical positions, the tool can solve algorithmic problems and generate code snippets in real-time, helping users address technical interview questions with ease.
**Screenshot and Image Recognition**
The app can recognize and process information from screenshots and images, offering relevant answers and insights based on visual data.
**Cross-Device Clipboard Integration**
By leveraging the shared clipboard functionality between Apple devices, users can seamlessly use the application even while screen-sharing, ensuring uninterrupted support during interviews.
## Conclusion
[AI Interview Copilot](https://www.aiinterviewcopilot.com) is a groundbreaking tool for job seekers, offering real-time support during interviews. Its advanced features, driven by GPT-4o, provide precise and context-aware responses, making interview preparation and execution significantly more manageable. For anyone aiming to excel in job interviews, especially those focused on cracking the coding interview and handling technical interview questions, this tool is an essential asset. | vilkis_f56dcd0aeba7027545 |
1,897,587 | Exploring React: A Revolutionary Journey in Web Development | In the ever-evolving realm of web development, certain technologies emerge that not only redefine the... | 0 | 2024-06-23T07:45:22 | https://dev.to/jatinrai/exploring-react-a-revolutionary-journey-in-web-development-3npk | react, webdev, frontend, ui | In the ever-evolving realm of web development, certain technologies emerge that not only redefine the way we build applications but also leave a lasting impact on the developer community. One such technology that has garnered immense popularity and transformed the landscape of front-end development is React.
### Genesis of React
React, developed by Facebook, first made waves in 2013 when it was open-sourced, marking a significant milestone in the world of JavaScript frameworks. Created by Jordan Walke, React was initially used internally at Facebook to address specific challenges faced by their developers in building complex user interfaces with high interactivity.
### The Purpose and Vision
But what exactly prompted the birth of React? At its core, React aimed to solve the problem of efficiently updating the User Interface (UI) in response to changes in data. Traditional approaches to UI development often involved manipulating the DOM directly, which could lead to performance bottlenecks and complex code maintenance, especially in large-scale applications.
React introduced a novel concept: the Virtual DOM. Instead of directly manipulating the browser's DOM (Document Object Model), React builds a virtual representation of it in memory. This virtual representation allows React to selectively update only the parts of the actual DOM that need to change, optimizing performance and improving the overall user experience.
### Evolution and Adoption
As React gained traction within Facebook, it became evident that its benefits extended beyond internal use. By open-sourcing React, Facebook invited developers worldwide to explore its capabilities and contribute to its growth. This move sparked a wave of innovation and collaboration in the development community.
### Key Features and Advantages
One of the standout features of React is its component-based architecture. React applications are built using reusable components, each encapsulating a part of the UI. This modular approach promotes code reusability, simplifies maintenance, and enhances collaboration among team members.
Moreover, React's declarative syntax (JSX) allows developers to write UI components using JavaScript, seamlessly blending UI rendering with logic. This approach not only enhances code readability but also facilitates easier debugging and testing.
### React Today: A Dominant Force
Fast forward to the present, React has solidified its position as a cornerstone of modern web development. It powers numerous high-profile applications, including Facebook itself, Instagram, Airbnb, and many more. Its ecosystem has grown exponentially, supported by a vibrant community that contributes libraries, tools, and best practices.
### Conclusion
In conclusion, React stands as a testament to the power of innovation and collaboration in shaping the future of web development. From its humble beginnings as an internal tool at Facebook to becoming a ubiquitous framework in the industry, React has reshaped how developers approach building interactive and scalable user interfaces.
Whether you're a seasoned developer or just starting your journey in web development, understanding React opens doors to a world of possibilities. Its elegant solutions to complex UI challenges continue to inspire new generations of developers, ensuring that its legacy will endure for years to come. So, embrace React, explore its capabilities, and join the thriving community that continues to push the boundaries of what's possible in front-end development.
_Thank you for reading. Happy coding!_😀
| jatinrai |
1,897,646 | Generating PDFs with N8N using Gotenberg | Hey everyone, In this blog we will see how you can create an application that can generate PDFs with... | 0 | 2024-07-05T15:31:48 | https://blog.elest.io/n8n-generating-pdfs-with-n8n-using-gotenberg/ | n8n, gotenberg, softwares, elestio | ---
title: Generating PDFs with N8N using Gotenberg
published: true
date: 2024-06-23 07:44:24 UTC
tags: N8N,Gotenberg,Softwares,Elestio
canonical_url: https://blog.elest.io/n8n-generating-pdfs-with-n8n-using-gotenberg/
cover_image: https://blog.elest.io/content/images/2024/06/Frame-8-18.png
---
Hey everyone, In this blog we will see how you can create an application that can generate PDFs with [N8N](https://elest.io/open-source/n8n?ref=blog.elest.io) using [Gotenberg](https://elest.io/open-source/gotenberg?ref=blog.elest.io). During this tutorial, we will be building the workflow from scratch. You can choose to use different databases to perform similar actions. Before we start, make sure you have deployed N8N, we will be self-hosting it on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io).
## What is N8N?
N8N is an open-source workflow automation tool that allows you to automate tasks and workflows by connecting various applications, services, and APIs together. It provides a visual interface where users can create workflows using a node-based system, similar to flowcharts, without needing to write any code. You can integrate n8n with a wide range of applications and services, including popular ones like Google Drive, Slack, GitHub, and more. This flexibility enables users to automate a variety of tasks, such as data synchronization, notifications, data processing, and more.
## What is Gotenberg?
Gotenberg is an open-source API that converts web documents, including HTML and Markdown, to high-quality PDFs using headless Chrome or Chromium. It also supports converting office documents (like DOCX) to PDF. Designed for integration, it offers a REST API for easy automation of document generation processes and is distributed as a Docker container, ensuring consistent deployment across environments. Gotenberg is a versatile tool for developers and businesses needing reliable and customizable PDF conversion within their applications.
## Configuring Manual Button
Once you get started, you will find a blank workflow canvas in the dashboard. Head over and click on the "+" button as shown below to start with the first step of creating the workflow

Next, you will see a pop-up on the right side of the screen, Select the **Manually** component. This component runs the flow by clicking the button in N8N.

## Setting up HTML component
Next, we will add the next component in the flow which is in **HTML**. In the HTML component, select **Generate HTML template**.

## Convert to File Component
Now we will attach the next component in the flow. The next component in the flow is **Convert to File**. In the component, select **Move base64 string to file**.

Now set the parameters of these components as follows:
**Operation:** Move Base64 String to File
**Base64 Input Field:** HTML
**Put Output File in Field:** data
**Encoding:** utf8
**File Name:** index.html
**MIME Type** : text/HTML

## Configuring HTTP Request
The next component we are going to configure is the **HTTP Request**. This component makes an HTTP request and returns the response data.

## Setting Up Gotenberg
We will require a Gotenberg service that we are deploying it on Elestio and you can do the same by clicking [here](https://elest.io/open-source/gotenberg?ref=blog.elest.io). Once the instance is deployed head over to the email you received on your email ID registered with Elestio. Find the **Usage** section as we are going to use this information while configuring the Gotenberg in the flow.

Now add the **User** and **Password** from elestio dashboard and add it under connection.

Now set the other parameters similar to those found in the email.
**Method:** Post
**URL:** <URL from the email or Elestio dashboard>
**Authentication:** Generic Credential Type
**Generic Auth Type:** Basic Auth
**Credential for Basic Auth** : User login

Next, configure the Head and body of the request.
**Specify Headers:** Using Fields Below
**Name:** Gotenberg-Ourput-Filename
**Value:** result
**Body Content Type** : Form-Data
**Parameter Type:** Form Data
**Name:** URL
**Value** : https://www.wikipedia.org/
This HTTP request is to send a request to the provided URL to fetch the HTML page and convert it into a PDF using Gotenberg.

Now we have to configure the Response. Set the **Response format** to **File** and **Put Output in Field** to data.

The final workflow looks something like this. Now we will test the workflow before we deploy it to production. Click on **Test workflow**.

Once the button is clicked an output window will pop up where we can see our pdf ready. You can download or choose to print the PDF directly.

And done! You have successfully created a workflow that creates a pdf of the webpage provided using URL in HTTP request and Gotenberg. You can form multiple such workflows based on the request type.
## **Thanks for reading ❤️**
Thank you so much for reading and do check out the Elestio resources and Official [N8N documentation](https://docs.n8n.io/?ref=blog.elest.io) to learn more about N8N. Click the button below to create your service on [Elestio](https://elest.io/open-source/n8n?ref=blog.elest.io) and generate PDFs using Gotenberg. See you in the next one👋
[](https://elest.io/open-source/n8n?ref=blog.elest.io) | kaiwalyakoparkar |
1,897,644 | Building a BI Dashboard with Metabase | Hey everyone, In this blog we will see how you can build a BI Dashboard with Metabase. During this... | 0 | 2024-07-05T15:31:06 | https://blog.elest.io/building-a-bi-dashboard-with-metabase/ | gettingstarted, metabase, elestio | ---
title: Building a BI Dashboard with Metabase
published: true
date: 2024-06-23 07:42:00 UTC
tags: GettingStarted,Metabase,Elestio
canonical_url: https://blog.elest.io/building-a-bi-dashboard-with-metabase/
cover_image: https://blog.elest.io/content/images/2024/06/Frame-8.png
---
Hey everyone, In this blog we will see how you can build a BI Dashboard with [Metabase](https://elest.io/open-source/metabase?ref=blog.elest.io). During this tutorial, we will be creating a BI dashboard to analyse the provided data and visualize it in a dashboard. We are going to create this application from scratch. Before we start, make sure you have deployed Metabase, we will be self-hosting it on [Elestio](https://elest.io/open-source/metabase?ref=blog.elest.io).
## What is Metabase?
Metabase is an open-source business intelligence (BI) tool that enables users to visualize and analyze data without requiring advanced technical skills. It allows users to create dashboards, run custom queries, and generate reports through a user-friendly interface. Metabase connects to various databases and data sources, providing interactive visualizations and easy-to-understand insights.
## Creating Collection
Collection is a way to organize and manage related questions, dashboards, and other data-related objects. Collections function like folders, allowing users to group and categorize their analytical content for easier access and collaboration. To create a new collection head over to **New** > **Collection**. Add a name to your collection, and select the group you want to save your collection into. Optionally add a description to your collection and click on **Create**.

## Creating Model
The next step is to create a model. Model is a curated representation of your data designed to make data exploration and analysis easier. Models abstract the underlying complexities of the database schema, providing a simplified view with meaningful names, descriptions, and categorizations for tables and fields. To create a model click on **New** > **Model** and then click on **Use the notebook editor**.

for this tutorial, we will use the already provided dataset model called **Feedback** add the filters and summarization matric if needed and click on the **Run** button to get the data into the model.

## Creating Dashboard
The dashboard is a visual interface that aggregates and displays multiple data visualizations, metrics, and interactive elements in one place, providing a comprehensive overview of key information and insights. Dashboards allow users to monitor and analyze performance, trends, and other critical data points at a glance. To create a new dashboard, click on **New** > **Dashboard.** Add a name to your dashboard, add an optional description and choose the collection you want to build your dashboard upon.

## Data Visualization Components
Apart from the Usual dashboard, you can choose to create visualised graphs on your data. Head over to **New** > **Question** , select the data source as the feedback model and choose the basic matrics from the dropdown like below or provide **Custom Expression.**

Now click on **Visualize** to start the visualization based on the parameter you provided.

For example, if the **Summerize** pattern was the **Standard deviation of Rating** then the visualized answer is **0.81.** To change the type of visualization from charts to graphs, click on the **Visualization** button on the left bottom section as shown below.

Here we have selected the Gauge type. Click on the **Save** button to save the chart. Once done you will be prompted with a pop-up to add the created chart to your dashboard, you can choose to directly add it from here or do it manually afterwards.

## Adding To Dashboard
You can add your visualizations and data to the dashboard by clicking on the " **+**" button in the dashboard navigation bar. You can add multiple such charts and create different layouts according to your preference.

And done! You have successfully created a BI dashboard for customer feedback. you can create such dashboards consisting of different data sources, and visualizations fitting your business need.
## **Thanks for reading ❤️**
Thank you so much for reading and do check out the Elestio resources and Official [Metabase documentation](https://www.metabase.com/docs/latest/?ref=blog.elest.io) to learn more about Metabase. You can click the button below to create your service on [Elestio](https://elest.io/open-source/metabase?ref=blog.elest.io) and build your BI dashboards. See you in the next one👋
[](https://elest.io/open-source/metabase?ref=blog.elest.io) | kaiwalyakoparkar |
1,897,586 | The Future of Reticle Sights: Advancements and Innovations to Watch Out For | The Future of Reticle Sights: Advancements and Innovations to Watch Out For Are you looking for a... | 0 | 2024-06-23T07:40:29 | https://dev.to/tomxh_eopokd_3f9ebec6f6bf/the-future-of-reticle-sights-advancements-and-innovations-to-watch-out-for-285n | reticle | The Future of Reticle Sights: Advancements and Innovations to Watch Out For
Are you looking for a way to improve your shooting accuracy? Reticle sights could be the answer. These sights, also known as scopes, can provide a range of advantages when compared to traditional iron sights. We'll take a closer look at what reticle sights are, how they work, and the advancements and innovations you can expect to see in the future.
What are Reticle Sights?
Reticle sights are tools that attach to firearms to help users aim and shoot accurately. These sights use a reticle, which is a pattern of lines or dots, to help the shooter line up their shot. Instead of relying solely on their peripheral vision, users can look through the sight's lens and use the rifle scope reticles to guide their aim.
Options that come with Reticle Places
Reticle places provide several advantages over traditional iron sights, including:
1. Improved Accuracy: By having a reticle sight, it is better to aim exactly and hit the prospective with greater precision.
This is particularly helpful for long-range shooting or shooting in low-light conditions.
2. improved Range: Reticle places can expand the variety that works well of firearm, allowing users to shoot accurately at targets which can be farther away.
3. Faster Target Acquisition: Unlike iron sights, which need users to align three split points - the sight which is leading back sight, and target - reticle sights only require users to consider one point, the reticle.
This makes it faster and safer to get objectives and make alterations in also additionally the fly.
Innovation in Reticle Sights
Just like many technologies, reticle places continue to improve and evolve.
Here are some associated with the innovations and features to watch out for in the future which is foreseeable
1.Adjustable Reticles: Some reticle places now enable users to improve the shape and size regarding the reticle.
This is particularly beneficial in circumstances where the lighting conditions change, or perhaps the shooter has to adjust for different sorts of goals.
2. Smart Sights: Some manufacturers are developing reticle sights that incorporate technology which is advanced such as electronic displays or rangefinders.
These smart places could possibly offer users with more information, such as for instance distance or wind rate, to greatly help them make more shots being accurate.
3. Vision: vision reticle sights are becoming to be ever more popular, especially among hunters and police workers evening.
These sights use infrared technology to illuminate the prospective, rendering it better to see in low-light conditions.
Making Use Of Reticle Sights
Employing a reticle sight is not very hard.
Here you shall find the steps which are basic
1.Mount the Sight: start with attaching the reticle sight to your firearm.
2. Smart Sights: Some manufacturers are developing reticle sights that incorporate technology which is advanced such as electronic displays or rangefinders. These smart places could possibly offer users with more information, such as for instance distance or wind rate, to greatly help them make more shots being accurate.
3. Vision: vision reticle sights are becoming to be ever more popular, especially among hunters and police workers evening. These sights use infrared technology to illuminate the prospective, rendering it better to see in low-light conditions.
Making Use Of Reticle Sights
Employing a reticle sight is not very hard. Here you shall find the steps which are basic
1. Mount the Sight: start with attaching the reticle sight to your firearm. Make sure it truly is firmly aligned and connected properly.
2. Zero Sight: Adjust the reticle such that it lines up with all the bullet trajectory at a distance that's certain.
3. Vision: vision reticle sights are becoming to be ever more popular, especially among hunters and police workers evening. These sights use infrared technology to illuminate the prospective, rendering it better to see in low-light conditions.
Making Use Of Reticle Sights
Employing a reticle sight is not very hard. Here you shall find the steps which are basic
1. Mount the Sight: start with attaching the reticle sight to your firearm. Make sure it truly is firmly aligned and connected properly.
2. Zero Sight: Adjust the reticle such that it lines up with all the bullet trajectory at a distance that's certain. This is actually called "zeroing" the sight.
3. Aim and Shoot: go over the sight and align the reticle with the target.
Once the reticle is precisely aligned, pull the trigger.
Reticle Sight Service and Quality
Like tool which is most, reticle places need care and maintenance to make sure they function precisely.
You will need to pick out a sight which is good a specialist maker and to proceed with the manufacturer's guidelines for care and upkeep.
If you want help with your sight or maintain your sight, look for the help of a tuned professional.
Application of Reticle Places
1. Reticle sights have numerous applications which can be different including:
2. Smart Sights: Some manufacturers are developing reticle sights that incorporate technology which is advanced such as electronic displays or rangefinders. These smart places could possibly offer users with more information, such as for instance distance or wind rate, to greatly help them make more shots being accurate.
3. Vision: vision reticle sights are becoming to be ever more popular, especially among hunters and police workers evening. These illuminated reticle scope use infrared technology to illuminate the prospective, rendering it better to see in low-light conditions.
Making Use Of Reticle Sights
Employing a reticle sight is not very hard. Here you shall find the steps which are basic
1. Mount the Sight: start with attaching the reticle sight to your firearm. Make sure it truly is firmly aligned and connected properly.
2. Zero Sight: Adjust the reticle such that it lines up with all the bullet trajectory at a distance that's certain. This is actually called "zeroing" the sight.
3. Aim and Shoot: go over the sight and align the reticle with the target. Once the reticle is precisely aligned, pull the trigger.
Reticle Sight Service and Quality
Like tool which is most, reticle places need care and maintenance to make sure they function precisely. You will need to pick out a sight which is good a specialist maker and to proceed with the manufacturer's guidelines for care and upkeep. If you want help with your sight or maintain your sight, look for the help of a tuned professional.
Application of Reticle Places
Reticle sights have numerous applications which can be different including:
1. Hunting: Reticle places are generally used by hunters, because they improve accuracy and expand the array that works well of.
2. Competition shooting: Reticle places will likely to be popular among additionally shooters that are competitive as they provide a variety of advantages over iron places.
3. Law Enforcement and armed forces: Reticle sights in many cases are utilized by police force and personnel which are army their accuracy and dependability in high-pressure circumstances.
Conclusion
In conclusion, the future of reticle sights is exciting and full of promise. Advancements in technology and innovation will continue to make these rifle scopes with dot reticle even more useful for a variety of applications. If you're considering a reticle sight for your firearm, do your research, and choose a quality sight that meets your needs. With the right sight, you'll improve your accuracy and enhance your shooting experience.
Source: https://www.tengfengscope.com/application/rifle-scope-reticles | tomxh_eopokd_3f9ebec6f6bf |
1,897,585 | Retro on "Docker Compose for Developers" | The "Docker Compose for Developers" course provided a comprehensive exploration of advanced Docker... | 0 | 2024-06-23T07:38:47 | https://dev.to/agagag/retro-on-docker-compose-for-developers-28mn | docker, compose, devops | The "Docker Compose for Developers" course provided a comprehensive exploration of advanced Docker tools. It focused on simplifying workflows with Docker-Compose and scaling clusters with Docker Swarm. Here, we provide a summary of key concepts and an example exercise.
### Course Overview
**Docker-Compose Explanation**:
- Docker-compose allows combining and running multiple related containers with a single command.
- All application dependencies are defined in a single `docker-compose.yml` file, executed with `docker-compose up`.
**Working with Multiple Dockerfiles**:
- **Use Cases**:
- Microservices applications.
- Different environments (development, production).
- **Default Behavior**:
- Docker-compose looks for a file named `Dockerfile`.
- **Override Default**:
- Use `dockerfile: 'custom-name'` in the build section.
- **Example**:
- Place `Dockerfile-db` in the `db` folder.
- Modify `docker-compose.yml`:
```yaml
build:
context: ./db
dockerfile: Dockerfile-db
```
**Directives**:
- `context`: Directory of the Dockerfile relative to `docker-compose.yml`.
- `dockerfile`: Name of the alternate Dockerfile.
**Environment Variables with Docker-compose**:
- Avoid hardcoding credentials in the code.
- Use environment variables for managing credentials.
- **Accessing Environment Variables**:
- **Using** `.env` file:
- Store variables in a hidden `.env` file (not pushed to code).
- Use `${}` syntax in `docker-compose.yml`.
- `.env` file should be in the same folder as `docker-compose.yml`.
- **Using** `env_file`:
- Use `env_file` keyword in `docker-compose.yml` instead of `environment`.
- Specify `.env` file location with `env_file: - ./.env`.
- `.env` file does not need to be in the same directory as `docker-compose.yml`.
### Example Exercise
**Problem Statement**: In this exercise, write a `docker-compose.yml` file to automate the deployment of two services: a web application and a MySQL database.
<img width="100%" style="width:100%" src="https://i.giphy.com/media/v1.Y2lkPTc5MGI3NjExdjM1YjZzZXY2ODZybGoycmwyd29zMW5ocHZyZ2wzcTc0eGRyeHh2aiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/26n7bfS3Awhpe9CrC/giphy.gif">
**Solution**:
**docker-compose.yml**:
```bash
version: '3.8' # Specifies the version of Docker Compose
services:
web:
build: # Instructions for building the web service container
context: . # Use the current directory as the build context
dockerfile: Dockerfile # Specify the Dockerfile to use for the build
ports:
- "5000:5000" # Map port 5000 on the host to port 5000 on the container
environment: # Environment variables for the web service
- MYSQL_HOST=db # Hostname for the MySQL service
- MYSQL_USER=root # MySQL username
- MYSQL_PASSWORD=example # MySQL password
- MYSQL_DB=testdb # MySQL database name
db:
image: mysql:5.7 # Use the MySQL 5.7 image from Docker Hub
environment: # Environment variables for the MySQL service
MYSQL_ROOT_PASSWORD: example # Root password for MySQL
MYSQL_DATABASE: testdb # Database name to create in MySQL
```
[**app.py**](http://app.py/):
```bash
from flask import Flask
import MySQLdb # Import the MySQLdb module to connect to MySQL
app = Flask(__name__) # Initialize the Flask application
@app.route('/') # Define a route for the root URL
def hello():
# Connect to the MySQL database
db = MySQLdb.connect(
host="db", # Hostname of the MySQL service as defined in docker-compose.yml
user="root", # MySQL username
passwd="example", # MySQL password
db="testdb" # Name of the MySQL database
)
cursor = db.cursor() # Create a cursor object to interact with the database
cursor.execute("SELECT VERSION()") # Execute a query to get the MySQL version
data = cursor.fetchone() # Fetch the result of the query
return f"MySQL version: {data}" # Return the MySQL version as a response
if __name__ == "__main__":
app.run(host='0.0.0.0') # Run the Flask app, making it accessible from outside the container
```
**Dockerfile**:
```bash
FROM python:3.8-slim # Use the slim version of Python 3.8 as the base image
WORKDIR /app # Set the working directory in the container to /app
COPY app.py /app # Copy the app.py file from the current directory to /app in the container
RUN pip install flask mysqlclient # Install Flask and mysqlclient using pip
CMD ["python", "app.py"] # Specify the command to run the Flask app
```
### Conclusion
The "Docker Compose for Developers" course has provided a thorough understanding of how to effectively use Docker Compose to manage multi-container applications. By mastering the use of `docker-compose.yml` files, handling multiple Dockerfiles, and securely managing environment variables, developers can streamline their workflows and enhance the scalability of their applications. The example exercise included in this retrospective serves as a practical application of these concepts, reinforcing the knowledge gained throughout the course. As you continue to work with Docker Compose, these skills will be invaluable in creating efficient, scalable, and maintainable containerized applications. | agagag |
1,897,584 | Business AI: Revolutionizing Operations and Innovation | Introduction The integration of Artificial Intelligence (AI) in business processes... | 27,673 | 2024-06-23T07:38:18 | https://dev.to/rapidinnovation/business-ai-revolutionizing-operations-and-innovation-4d3a | ## Introduction
The integration of Artificial Intelligence (AI) in business processes has
revolutionized the way companies operate, innovate, and compete in the global
market. AI technologies, ranging from machine learning models to advanced
predictive analytics, are being leveraged to enhance decision-making, automate
operations, and personalize customer experiences. As AI continues to evolve,
its applications in business are expanding, making it a critical tool for
achieving competitive advantage and operational efficiency.
## What is Business AI?
Business Artificial Intelligence (AI) refers to the application of AI
technologies to solve business problems, enhance operational efficiency, and
drive innovation across various sectors. It encompasses the integration of
machine learning, natural language processing, robotic process automation, and
predictive analytics into business processes. Business AI is tailored to meet
specific corporate needs, ranging from automating routine tasks to providing
deep insights that inform strategic decisions.
## How Business AI is Implemented
Implementing AI in business involves a strategic approach that starts with
understanding the specific needs of the business and then integrating AI
technology with existing systems to enhance efficiency, decision-making, and
customer experiences.
## Types of AI Technologies Used in Business
AI technologies have become integral to modern business operations, enhancing
efficiency, personalization, and decision-making. Among the various AI
technologies, Machine Learning (ML) and Natural Language Processing (NLP) are
particularly significant due to their wide range of applications and impact on
business processes.
## Benefits of Implementing AI in Business
Implementing Artificial Intelligence (AI) in business can lead to numerous
benefits, ranging from enhanced efficiency to improved customer experiences
and innovation. AI technologies like machine learning, natural language
processing, and computer vision enable businesses to automate complex
processes, gain insights from data, and engage with customers in more
personalized ways.
## Challenges in Implementing AI
One of the significant challenges in implementing AI is addressing data
privacy and security issues. AI systems require massive amounts of data to
learn and make decisions. This data often includes sensitive information,
which can be a target for breaches and misuse. Ensuring the security of this
data and maintaining privacy is paramount, as failure to do so can lead to
severe consequences, including legal actions and loss of public trust.
## Engineering Best Practices for Business AI
When integrating Artificial Intelligence (AI) into business operations,
adhering to engineering best practices is crucial not only for the success of
the AI implementation but also for maintaining trust and compliance with
regulatory standards. These practices ensure that AI systems are reliable,
efficient, and aligned with business objectives and ethical norms.
## Future Trends in Business AI
The future of AI in business is poised for transformative changes with several
trends likely to dominate the landscape. One significant trend is the
increased adoption of AI for ethical and sustainable business practices.
Companies are increasingly leveraging AI to optimize resource use and reduce
environmental impact, aligning with global sustainability goals.
## Real-World Examples of Business AI
Artificial Intelligence (AI) is revolutionizing the retail industry by
enabling more personalized shopping experiences for customers. AI technologies
analyze vast amounts of data to understand customer preferences and behavior,
which helps retailers tailor their offerings and marketing strategies to
individual needs.
## Conclusion
Artificial Intelligence (AI) in business has transformed numerous industries
by automating routine tasks, enhancing data analysis, and improving decision-
making processes. The benefits of AI are substantial, offering companies the
ability to process large volumes of data with precision and speed, leading to
more informed decisions and better outcomes. AI technologies like machine
learning, natural language processing, and robotic process automation have
enabled businesses to increase efficiency, reduce costs, and enhance customer
experiences.
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## URLs
* <https://www.rapidinnovation.io/post/the-potential-of-business-ai-engineering-best-practices>
## Hashtags
#BusinessAI
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#MachineLearning
#PredictiveAnalytics
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| rapidinnovation | |
1,897,583 | Competitive Programming | Are you going to your college or a school student thinking to start competitive programming? Well... | 0 | 2024-06-23T07:31:45 | https://dev.to/aryan053/competitive-programming-41ek | programming | Are you going to your college or a school student thinking to start competitive programming? Well this is the right place for you, Today I will guide you how to start competitive programming and master it.
**1. Choosing a programming language**
Before starting competitive programming you should learn an OOP programming language, such as Python, C++, Java, etc. If you don’t know any programming language, you can start with any language you are comfortable with, I would suggest Python.
**2. Practicing Problems**
Now, you have learned a programming language. You can now start practicing problems on various competitive programming websites such as CodeForces , CodeChef , LeetCode .
You should start with the easier ones and then slowly increase the level of problems once you get comfortable.
**3. Tips**
Common mistake that you should avoid. You must give your best to the question and try to solve it by yourself, Check the solution/editorial only when you feel you can’t solve this problem.
Always use pen and paper while practicing problems. Just think of the logic and implementation of the question and then write it down on the paper. This will help you improve your logical thinking.
**4. Give Contests**
Give contests and try to solve as much questions you can before the contest ends. Try upsolving the problems that you couldn’t solve during the contest. It will help you improve.
Thank You! | aryan053 |
1,897,582 | Featherless - running any llama model serverless | There's a lot of interesting AI models out there on hugging face, and sometimes I want to try them... | 0 | 2024-06-23T07:27:40 | https://dev.to/shiling/featherless-running-any-llama-model-serverless-4jcn | ai, serverless, llama | There's a lot of interesting AI models out there on hugging face, and sometimes I want to try them them. But I procrastinate, because honestly, it is a bit of a hassle to download and deploy the AI models.
Well, looks like some folks thought the same, and made a service that lets you run any model from huggingface serverless: [Featherless](https://featherless.ai/).
There's like 492 LLAMA models right now, but looks like they plan to add more open source models every week.
I think it's really convenient that they let you chat with the model and preview how the AI would respond. It's hard to pick which ones you want when there's so many to pick, and I don't really want to download and deploy every single one of them to evaluate. Huggingface really should have had this feature.
Right, now to test some of these interesting roleplaying models, and form my DnD party. :D
 | shiling |
1,897,581 | Bitcoin OP_CAT Use Cases Series #2: Merkle Trees | Following our series #1, we demonstrate how to construct and verify Merkle trees using OP_CAT. In... | 0 | 2024-06-23T07:25:35 | https://dev.to/scrypt/bitcoin-opcat-use-cases-series-2-merkle-trees-447c | Following our [series #1](https://scryptplatform.medium.com/trustless-ordinal-sales-using-op-cat-enabled-covenants-on-bitcoin-0318052f02b2), we demonstrate how to construct and verify Merkle trees using OP_CAT.

In Bitcoin, Merkle trees are utilized as the data structure for verifying data, synchronization, and effectively linking the blockchain’s transactions and blocks together. The OP_CAT opcode, which allows for the concatenation of two stack variables, can be used with SHA256 hashes of public keys to streamline the Merkle tree verification process within Bitcoin Script. OP_CAT uniquely allows for the creation and opening of entries in Merkle trees, as the fundamental operation for building and verifying Merkle trees involves concatenating two values and then hashing them.
There are numerous applications for Merkle trees. We list a few prominent examples below.
**Merkle proof**
A Merkle proof is a cryptographic method used to verify that a specific transaction is included in a Merkle tree without needing to download the entire blockchain. This is particularly useful for lightweight clients and enhancing the efficiency of data verification.

Tree signature
A [tree signature](https://scryptplatform.medium.com/tree-signatures-8d03a8dd3077) is a cryptographic method that enhances the security and efficiency of digital signatures using tree structures, particularly Merkle trees. Compared to regular Multisig, this approach is used to generate a more compact and private proof that a message or a set of messages has been signed by a specific key.
**Zero-Knowledge Proof**
STARK (Succinct Transparent Arguments of Knowledge) is a type of zero-knowledge proof system. STARKs are designed to allow a prover to demonstrate the validity of a computation to a verifier without revealing any sensitive information about the computation itself. If OP_CAT were to be added to Bitcoin, it could potentially enable the implementation of a [STARK verifier](https://starkware.co/scaling-bitcoin-for-mass-use) in Bitcoin Script, with [work already ongoing](https://github.com/Bitcoin-Wildlife-Sanctuary/bitcoin-circle-stark/). This would allow for secure and private transactions on the Bitcoin network. Compared to pairing-based proof systems such as SNARK, STARK is considered to be [more Bitcoin-friendly](https://hackmd.io/@l2iterative/bitcoin-polyhedra).
**Implementation**
The implementation of the merkle tree using sCrypt is trivial. The following code calculates the root hash of a merkle tree, given a leaf and its merkle path, commonly used in verifying a merkle proof.
```
/**
* According to the given leaf node and merkle path, calculate the hash of the root node of the merkle tree.
*/
@method()
static calcMerkleRoot(
leaf: Sha256,
merkleProof: MerkleProof
): Sha256 {
let root = leaf
for (let i = 0; i < MERKLE_PROOF_MAX_DEPTH; i++) {
const node = merkleProof[i]
if (node.pos != NodePos.Invalid) {
// s is valid
root =
node.pos == NodePos.Left
? Sha256(hash256(node.hash + root))
: Sha256(hash256(root + node.hash))
}
}
return root
}
```
Full code is at [https://github.com/sCrypt-Inc/scrypt-btc-merkle](https://github.com/sCrypt-Inc/scrypt-btc-merkle).
A single run results in the following transactions:
- Deploying Transaction ID:
https://mempool.space/signet/tx/c9c421b556458e0be9ec4043e1804d951011047b4cc75c991842b91b11bae006?source=post_page-----8e7c3f7afe8d--------------------------------
- Spending Transaction ID:
https://mempool.space/signet/tx/e9ac5444d7d20a20011f6dcac04419e2c5581e79bf0692ccd2dc4bbb9bd74e28?source=post_page-----8e7c3f7afe8d--------------------------------

**Script versions**
There are alternative implementations in bare scripts, like the one below. One significant advantage of using sCrypt for implementing merkle trees is its readability and maintainability. Scripts are often extremely hard to read and work on.
```
OP_TOALTSTACK
OP_CAT
OP_CAT
OP_TOALTSTACK
OP_CAT
OP_TOALTSTACK
<0x8743daaedb34ef07d3296d279003603c45af71018431fd26e4957e772df122cb>
OP_CAT
OP_CAT
OP_HASH256
OP_DEPTH
OP_1SUB
OP_NOT
OP_NOTIF
OP_SWAP
OP_CAT
OP_CAT
OP_HASH256
OP_DEPTH
OP_1SUB
OP_NOT
OP_NOTIF
OP_SWAP
OP_CAT
OP_CAT
OP_HASH256
OP_DEPTH
OP_1SUB
OP_NOT
OP_NOTIF
OP_SWAP
OP_CAT
OP_CAT
OP_HASH256
OP_DEPTH
OP_1SUB
OP_NOT
OP_NOTIF
OP_SWAP
OP_CAT
OP_CAT
OP_HASH256
OP_DEPTH
OP_1SUB
OP_NOT
OP_NOTIF
OP_SWAP
OP_CAT
OP_CAT
OP_HASH256
...
```
Stay tuned for more OP_CAT use cases.
| scrypt | |
1,897,580 | WhatsApp chatbot using Twilio and Google Dialogflow | This is a submission for Twilio Challenge v24.06.12 What I Built I built a WhatsApp... | 0 | 2024-06-23T07:25:01 | https://dev.to/karthik_n/whatsapp-chatbot-using-twilio-and-google-dialogflow-2ele | devchallenge, twiliochallenge, ai, twilio | *This is a submission for [Twilio Challenge v24.06.12](https://dev.to/challenges/twilio)*
## What I Built
I built a WhatsApp chatbot using Twilio and Google Dialogflow. This chatbot can interact with users, understand their queries, and respond intelligently. The main functionalities include:
- Handling user inquiries in real-time via WhatsApp.
- Using Google Dialogflow's AI to process natural language and generate appropriate responses.
- Sending responses back to the user through Twilio's WhatsApp messaging API.
The chatbot is designed to be easily expandable with additional intents and responses, making it suitable for various applications such as customer support, FAQ automation, and more.
## Twilio and AI
I leveraged Twilio's capabilities to handle the messaging infrastructure and Google Dialogflow for the AI processing. Here's how:
1. **Twilio**:
- Used Twilio's WhatsApp sandbox to create a WhatsApp bot.
- Configured Twilio to forward incoming WhatsApp messages to my server.
- Utilized Twilio's API to send responses back to users on WhatsApp.
2. **Google Dialogflow**:
- Implemented Dialogflow for natural language processing and intent recognition.
- Created a Dialogflow agent with multiple intents to handle various user queries.
- Integrated Dialogflow with the server to process user messages and generate responses.
The integration of Twilio and Dialogflow provides a seamless user experience where messages are received, processed, and responded to in real-time.
Code Link - [here](https://github.com/KarthiKey-Dev/WhatsApp-Chatbot-with-Twilio-and-Google-Dialogflow)
## Additional Prize Categories
- **Twilio Times Two**: This submission leverages Twilio's WhatsApp API in combination with Google Dialogflow's AI capabilities.
- **Impactful Innovators**: The chatbot has the potential to significantly improve customer support by automating responses and handling queries efficiently.
- **Entertaining Endeavors**: The bot can be expanded to include fun interactions, trivia, and games, providing entertainment alongside utility.
| karthik_n |
1,897,011 | My Journey in Authorization with OPAL | Starting... Before we even begin, many of you like my a-month-old self will wonder what... | 0 | 2024-06-23T07:21:21 | https://dev.to/chiragagg5k/my-journey-in-authorization-with-opal-1072 | webdev, beginners, programming, tooling | # Starting...
Before we even begin, many of you like my a-month-old self will wonder what even is Authorization, and especially... OPAL?? So let's break them down one by one. Starting with Authorization.
## Authentication vs Authorization

Well, I started the article off with just one term, `Authorization`. Then why am I covering `Authentication` as well? Well because they are quite similar and can be easily confused with.
**Authentication** is the process of *identifying* an user. It tells us "who" the user is. For a website, whenever a user visits it, all it sees is an IP address asking for a document, that the server then renders and sends. To differentiate multiple requests, it needs to authenticate the request, more specifically the user calling the request.
**Authorization** on the other hand is the step that comes *after* authentication. It's the process of identifying what the user is allowed (authorized) to do. In simple words, it's the set of permissions that a particular user must follow depending upon who he/she is.
## OK but why?

I think most of you would have already understood why we need Authentication. Without websites would have no idea who you are! You will be another random Guest visiting the website. No wonder all the websites have `Signup/Login` as a basic functionality nowadays.
But why do we need Authorization???
Authorization determines if the user has the permission to do a particular task. For eg. on a blog website, all the users might have permission to read your blog but only **you** can edit it. Incorrect or not setting up an authorization policy at all can lead to a lot of.... bad things 💀.
## Policies and OPA

Just above I mentioned a term, `policy`. What is it? Policy is just a set of rules to establish the authorization system. There are many ways to write these policies. The one we will be covering here is called OPA.
OPA, short for Open Policy Agent, is a high-level declarative language used for writing policies. It allows you to define the policies in a single language that can used across many parts of your system, rather than relying on vendor-specific technologies.
## OPAL and the problems with OPA
While OPA is great for decoupling the policy from code in a highly performant and elegant way, it suffers from keeping the policy up to date as the requirements change on a day-to-day basis.
This is where OPAL, Open Policy Agent Layer, comes and provides **real-time** policy updates. It continuously runs in backgrounds and updates the policy agents whenever needed.
For eg. A user created a private blog page. So a policy was created so that it can only be accessed by the creator. But layer he/she wanted to allow access to a specific user with a given email ID. So OPAL can update the policy in real-time to allow that to happen.
## Conclusion

After all this, you might have two types of thoughts. Some people thought "Wow this was amazing and I was totally missing out on this". But a mass majority, like me when first learning all this, thought "Why do we need all this just for authorization. Just used an If/Else call".
And the funny thing is, for especially your use case, you might be right! You really don't need this much complexity for your average 10-user SaaS application.
But this becomes essential for companies handling millions of users like Netflix, T-Mobile and Goldman-Sachs, who all use OPA to handle their policy layers. They can't afford a wrong policy being declared, that's why they use OPA which provides a definitive syntax for writing it. They can't afford the updates to take time, so they use OPAL for real-time synchronization.
I hope you learnt something new today.
Here are the links to my sources:
- `OPA` - https://www.openpolicyagent.org/
- `OPAL` - https://opal.ac/
> End Note: If you check out my profile, this is my first-ever post. So please let me know how I did, and how I can improve in future. Thanks! | chiragagg5k |
1,897,576 | How to create a progress-bar with Tailwind CSS and JavaScript | Remember the progress bar we built in the last tutorial with Tailwind CSS and Alpine.js? Well, we can... | 0 | 2024-06-23T07:19:48 | https://dev.to/mike_andreuzza/how-to-create-a-progress-bar-with-tailwind-css-and-javascript-27fe | tailwindcss, javascript, tutorial | Remember the progress bar we built in the last tutorial with Tailwind CSS and Alpine.js? Well, we can do it again with JavaScript.
[Read the article,See it live and get the code](https://lexingtonthemes.com/tutorials/how-to-create-a-progress-bar-with-tailwind-css-and-javascript/)
| mike_andreuzza |
1,897,539 | Casual Talk on Farcaster Development | Disclaimer: the whole post was translated by chatgpt from its original Chinese version, I only... | 0 | 2024-06-23T07:19:46 | https://dev.to/foxgem/casual-talk-on-farcaster-development-4op1 | farcaster, web3, blockchain, socialmedia | **Disclaimer: the whole post was translated by chatgpt from its original
Chinese version, I only changed a little. However, I won't defend any mistake. If you find any, then point it out, thanks 😄.**
I shared my learnings on the internal technical implementation of the Farcaster Hub in my [previous article (in Chinese)](https://blog.dteam.top/posts/2024-03/farcaster-hub-internal.html). Today, I would like to talk about Farcaster development. Why do I think Farcaster development deserves to be known? The reasons are quite simple:
- Regardless of external views on web3, you cannot deny that it is becoming a trend. As a practitioner in the software industry, ignoring this trend can be seen as "ignorant arrogance."
- Farcaster itself can be considered a successful case of a web3 application, with many aspects worth studying, whether in technical design or business model. So, why not learn from a successful example?
- Farcaster is on the rise, which inevitably brings many opportunities. To avoid letting these opportunities slip away, understanding its development is a necessary choice.
So, let's get into today's topic.
## Farcaster Application Types
Currently, developers can develop three types of Farcaster applications: frame, action and bot.
### Frame
A Frame is an interactive application embedded in the Farcaster information stream. A typical example:

Some might immediately think: Isn't this just another WeChat Mini Programs? My opinion is: similar but not same.
Although it can be categorised as a mini-program since it is runing within a Farcaster client, it still serves the scenario of users reading the information stream without intending to outshine it as a highly interactive mini-app.
For example, if I find a user I follow recommending a good product and want to learn more before deciding to buy it, without a frame, I can only click the product link to read more on the website. Afterward, regardless of whether I intend to buy it, if I want to continue reading the information (which is highly likely since I saw the product while reading), I have to return to the application.
The whole interaction process involves switching between two applications, bring a bad user experience.
With the help of a frame, merchants can create a frame for each product to help users learn and purchase without leaving the reading application, thus not interrupting the original purpose: reading information.
On its implementation, the frame extends the OpenGraph protocol, with the entire UI essentially being an image in OpenGraph, the interactive components are the result of Farcaster extending the protocol. Technical details can be found on [its protocol site](https://docs.farcaster.xyz/reference/frames/spec).
If the above has raised your expectations for frames, I must temper them. If you want to achieve a highly interactive UI like WeChat Mini Programs, the frame does not support this. It is similar to early JSP applications, where the UI is generated by the backend with limited front-end interaction, and overall interaction is restricted by the running environment, i.e., the Farcaster client.
For someone, this might be disappointing, even leading to further criticism. However, I personally think we can learn some goods from Farcaster:
- From a design perspective, by extending current existing standards, it lowers the entry barrier, avoiding the need to create new concepts and quickly attracting developers while utilising existing tools.
- From an interaction perspective, it introduces a new experience. As the saying goes: "A small step for xxx, a giant leap for xxx."
- From a business perspective, it builds a developer ecosystem, helping to consolidate its market position.
### Action
An Action is akin to an extension of the Farcaster client that users can install. Once installed, it can be used for each cast, as shown below:

In the image, "Bot or Not" and "Playbot" are installed actions. Clicking them triggers corresponding behaviours. Technical details can be found on [here](https://docs.farcaster.xyz/reference/actions/spec).
### Bot
A Bot is simpler and fundamentally similar to other types of bots, such as a twitter bot, listening to messages and responding accordingly. Technically, it involves a webhook and an API call:
- The webhook listens for messages.
- The API call responds to messages from Farcaster users.
## Developer Resources
A workman is only as good as his tools. Entering a new development field without systematically exploring the tools in it is unwise.
Currently, mainstream frameworks include:
- [frog](https://frog.fm/)
- [frame.js](https://framesjs.org/)
We're using frog, mainly because it is lightweight and based on hono. It can be used for frame, action and bot development.
Similar to Ethereum development, interacting with a Farcaster hub requires APIs. The main API service providers are:
- [pinata](https://www.pinata.cloud/farcaster)
- [neynar](https://neynar.com/)
- [airstack](https://docs.airstack.xyz/airstack-docs-and-faqs/farcaster/farcaster)
We currently use neynar, primarily due to its API design, lack of additional requirements and convenient payment which support pay-with-crypto.
For frame UI design, frog has a corresponding UI library: frog-ui, and provides corresponding design specifications: [fig](https://www.paradigm.xyz/2024/05/fig).
Other useful auxiliary tools include:
- [satori](https://github.com/vercel/satori)
- [satori-html](https://github.com/natemoo-re/satori-html)
- [hono](https://hono.dev/)
- [vercel-og](https://vercel.com/blog/introducing-vercel-og-image-generation-fast-dynamic-social-card-images)
- [hono-og](https://github.com/wevm/hono-og)
For debugging, you can use either of the following tools to facilitate access to local frames:
- [ngrok](https://ngrok.com/)
- [localtunnel](https://github.com/localtunnel/localtunnel)
## Development Considerations
This article does not intend to be a step-by-step tutorial but lists points to note during development.
### TX Flow
Since frames are rendered on the backend, some processes that are common in normal frontend development may not be as straightforward, such as completing a transaction. [This document](https://warpcast.notion.site/Frame-Transactions-Public-9d9f9f4f527249519a41bd8d16165f73) explains the entire transaction process in a frame.
In simple terms: the backend renders frame, a user triggers tx, then the backend prepares and returns the tx data, the app redirects tx data to wallet, finally it redirects to the url specified by the backend with tx id. With this context, it is easy to understand [the tx section in the frog documentation](https://frog.fm/concepts/transactions).
### Frame Limitations
1. About UI
- Frames can't have any client side js code in the generated HTML. This makes it impossible to achieve a highly interactive front-end UI.
- The UI is essentially an image, so there is little interactivity. The interactivity provided relies on a Farcaster client's built-in interaction definitions for frames, not the HTML markup defined by the developer on the backend.
2. Cache Impact
- Pay attention to setting cache-control in the constructor to meet your needs and avoid previous abnormal UI states affecting the current normal UI state.
3. State Management
- Although frog simplifies this task, please note that the state is essentially session global across frame URLs. Therefore, careful planning of the state is needed to avoid interference, and reset when necessary.
4. Unable to cast or recast on behalf of current Farcaster User in a frame.
- For example, if you want to create a button in a frame that allows users to recast when clicking, and this recast is sent as the current viewer's identity, it is not supported due to the need for user signatures in Farcaster messages.
### Indexing
Those familiar with Ethereum development should be familiar with the concept of indexing. In the early Farcaster GitHub repo, a separate replicator was provided to help complete this task, along with a corresponding [database schema](https://docs.farcaster.xyz/reference/replicator/schema).
However, this tool has some flaws. Based on our own experience, the main issues are slow (although our local hub has synced already, but the database lags behind) and high resource consumption. Recently, [this repo has been removed](https://github.com/farcasterxyz/hub-monorepo/commit/f80582103c9a02b604718a6b014bca1c53cfaf04), and the development team plans to use [shuttle](https://github.com/farcasterxyz/hub-monorepo/tree/main/packages/shuttle) as a replacement. But it seems to be in the early stages.
Additionally, if you plan to do indexing, it is recommended not to use a public node but to set up a local node and point the data source to the local node. This is because public nodes usually have rate limits.
### Contract
Currently, the chains supported by Farcaster are: mainnet, base, optimism, and base sepolia. This is seen in warpcast; other clients have not been investigated.
If your contract is not fully permissionless and you want to ensure that all contract calls are initiated by the frame app, consider introducing a signature mechanism: the frame server signs and sends the signature to the client, which attaches it when initiating the tx. The only thing to note is the non-reusability of the signature to avoid replay.
### Verification
The outside world is dangerous. Unlike normal apps, frame apps do not have a login process. Therefore, to ensure that requests received are from trusted sources, signature verification is necessary in several scenarios:
- In frames, refer to [frog's documentation](https://frog.fm/concepts/securing-frames).
- In webhooks, refer to [neynar's documentation](https://docs.neynar.com/docs/how-to-verify-the-incoming-webhooks-using-signatures).
### Farcaster and Warpcast
Farcaster is the protocol, while Warpcast is one of the client implementations. If you are not satisfied, you can develop your own client to connect with a Farcaster hub.
With this understanding, you can know why warp can only be seen in Warpcast app but not in the Farcaster GitHub repo.
## Conclusion
Now, you should have the big picture of Farcaster development. Finally, let's have a brief discussion of application scenarios.
For embedded applications like this, my personal view is: **it must enhance the user's experience in the host application**, and the scenarios it serves should follow this principle, otherwise, it is unnecessary.
For frame scenarios, developing frame games is clearly not a good idea. Not only would the experience be poor, but it also goes against the main purpose of users opening a Farcaster client, which is to read information. For example, would you play games while shopping?
However, in a different scenario, if a frame could quickly generate slides about a product, it would be a meaningful attempt. It's similar to browsing window displays while shopping. Moreover, this tool simplifies interaction. For example, previously, to introduce a product in more detail in a host application:
- Either create a video and share the video link, allowing readers to watch the video while browsing the information stream without switching applications.
- Or share an article link, using the OpenGraph metadata.
The former has high production costs, and the latter has limited expressiveness. Now, with frames, this functionality can be easily achieved. And promotional images generally cost less than promotional videos. With the help of related tools, the cost might be further reduced, which is the motivation behind my creation of this [frame template](https://github.com/foxgem/a-farcaster-frame-starter-for-slides).
Everything that needs to be said has been said. Now it's up to your imagination, ;) | foxgem |
1,897,575 | Link Eater: The WhatsApp Bot That Digests Content for You | This is a submission for Twilio Challenge v24.06.12 What I Built Link Eater: The WhatsApp... | 0 | 2024-06-23T07:19:15 | https://dev.to/dpai/link-eater-the-whatsapp-bot-that-digests-content-for-you-2lmg | devchallenge, twiliochallenge, ai, twilio | *This is a submission for [Twilio Challenge v24.06.12](https://dev.to/challenges/twilio)*
## What I Built
Link Eater: The WhatsApp Bot That Digests Content for You
Link Eater is an AI-powered tool that 'devours' web content and provides concise summaries directly through WhatsApp. It's designed to help users quickly grasp key points from articles, webpages, and YouTube videos without navigating through extensive content.
Imagine this scenario: You're in a group chat, and a friend shares a long article about a new technology. You're interested, but don't have time to read it all. With Link Eater, you can simply forward that link to the bot and receive a brief, informative summary within moments. This not only saves you time but also allows you to engage in the conversation more effectively.
Moreover, you can use Link Eater for content from any source - be it email, social media, or messaging apps. Just send the URL to Link Eater, and you'll get the key points quickly served up in a digestible format.
## Demo
{% embed https://github.com/dataplay-cl/link-eater %}
## Twilio and AI
Link Eater integrates Twilio's communication capabilities with AI services:
1. Twilio's WhatsApp API handles incoming messages containing URLs and sends summaries back to users.
2. Jina AI extracts content from webpages, while the YouTube API fetches video details.
3. OpenAI's GPT-3.5 generates concise, accurate summaries of the extracted content.
The process flow is straightforward:
1. User sends a URL via WhatsApp
2. Twilio receives the message
3. Our application processes the URL and extracts content
4. GPT-3.5 generates a summary
5. Twilio delivers the summary back to the user
This integration showcases how Twilio's platform can be enhanced with AI to create practical solutions for everyday information processing challenges.
## Additional Prize Categories
Link Eater qualifies for two additional prize categories:
1. Entertaining Endeavors: Link Eater transforms the way we share and consume content with friends. It turns your group chat into a dynamic hub of knowledge sharing, where everyone can quickly grasp the key points of an article and dive straight into meaningful discussions. With Link Eater, you become the curator of interesting content in your social circle. Share a thought-provoking article, a funny video, or a breaking news story, and watch as your friends engage with the summaries, sparking lively debates and exchanges. It's not just about saving time; it's about enriching your digital interactions, making them more substantive and enjoyable. Link Eater adds a layer of intellectual fun to your everyday chats, turning casual link-sharing into opportunities for collective learning and engaging conversations.
2. Impactful Innovators: In today's fast-paced digital world, information overload is a real challenge. Link Eater addresses this by providing a practical tool for quick content digestion. For students juggling multiple research papers, professionals staying updated in their fields, or journalists tracking breaking news, Link Eater offers a way to quickly assess the relevance and key points of content. It's not about replacing in-depth reading, but about helping users make informed decisions on where to invest their limited time and attention. By enabling more efficient information triage, Link Eater can help reduce digital fatigue and improve focus on truly important content.
Link Eater represents a step towards more efficient and enjoyable digital information consumption, leveraging the strengths of both Twilio's communication platform and modern AI technology. | dpai |
1,897,574 | Understanding Tadagra Strong 40mg: A Powerful Solution for Erectile Dysfunction | Erectile Dysfunction (ED) is a challenging condition that can significantly affect a man's quality of... | 0 | 2024-06-23T07:17:49 | https://dev.to/tadagrastrong/understanding-tadagra-strong-40mg-a-powerful-solution-for-erectile-dysfunction-o3i | Erectile Dysfunction (ED) is a challenging condition that can significantly affect a man's quality of life, self-esteem, and intimate relationships. Tadagra Strong 40mg, containing the active ingredient Tadalafil, is one of the most effective treatments available for ED. In this article, we will explore what Tadagra Strong 40mg is, how it works, its benefits, potential side effects, and how to order it online.
## What is Tadagra Strong 40mg?
Tadagra Strong 40mg is a medication specifically designed to treat erectile dysfunction. It contains Tadalafil, the same active ingredient found in the well-known brand Cialis. Tadalafil is a phosphodiesterase type 5 (PDE5) inhibitor that helps men achieve and maintain an erection by increasing blood flow to the penis.
**Brand Name: Tadagra
Active Ingredient: Tadalafil
Strength: 40 mg
Form: Tablet
Packaging Type: Box**
## How Does Tadagra Strong 40mg Work?
[Tadagra Strong 40mg](https://sunshinerxpharmacy.com/product/tadagra-strong-40mg-tadalafil/) works by inhibiting the enzyme PDE5, which regulates blood flow in the penis. When a man is sexually stimulated, Tadalafil enhances the effects of nitric oxide, a natural chemical in the body, to relax the muscles in the penis and increase blood flow. This leads to an erection sufficient for sexual activity.
## Benefits of Tadagra Strong 40mg
- Effective ED Treatment: Proven to help men with erectile dysfunction achieve and maintain an erection.
- Long-Lasting Effects: The effects of Tadalafil can last up to 36 hours, providing a wider window of opportunity for sexual activity.
- Improved Confidence: Helps restore sexual confidence and improves intimate relationships.
- Affordable: Availabl
e at a cheaper price compared to other branded options like Cialis.
## Potential Side Effects
While Tadagra Strong 40mg is generally well-tolerated, some users may experience side effects. It is important to be aware of these and consult a healthcare provider if they occur.
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## How to Take Tadagra Strong 40mg
- Dosage: The recommended dose is one 40 mg tablet taken before anticipated sexual activity.
- Timing: Take the tablet at least 30 minutes before sexual activity.
- Frequency: Do not take more than one tablet in 24 hours.
- With or Without
Food: Tadagra Strong can be taken with or without food.
## Ordering Tadagra Strong 40mg Online
Purchasing Tadagra Strong 40mg online is convenient and discreet. Here are some steps to follow to order it:
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## Why Choose Tadagra Strong 40mg?
Effective ED Treatment: Proven to help men with erectile dysfunction.
Long Duration: Offers up to 36 hours of effectiveness.
Improves Intimate Relationships: Helps restore sexual function and confidence.
Affordable: Available at a lower cost compared to other branded options.
Convenient Online Ordering: Easy to purchase from reputable online pharmacies.
## Conclusion
Tadagra Strong 40mg is a powerful and affordable solution for men struggling with erectile dysfunction. With Tadalafil as its active ingredient, it ensures effective and long-lasting results. Ordering this medication online provides convenience and discretion, allowing men to improve their sexual health and intimate relationships. Always consult with a healthcare provider before starting any new medication to ensure it is the right choice for you. Enhance your sexual health and confidence with Tadagra Strong 40mg.
| tadagrastrong | |
1,897,570 | Factory functions with private variables in JavaScript | We all know classes in JavaScript , it is a template for creating objects.Classes are created using... | 0 | 2024-06-23T07:16:41 | https://dev.to/anoopaneesh/factory-functions-with-private-variables-in-javascript-4efk | webdev, javascript, functional, factory | We all know classes in JavaScript , it is a template for creating objects.Classes are created using the "[class](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Classes)" keyword in JS. But before the introduction of class we had an alternate way of achieving this object oriented approach - Factory Functions
Factory functions are simple javascript functions which returns an object

Note that we don't require a "new" keyword to create the object.
The "this" keyword used inside the function will refer to the execution context (environment in which the function is executed) of that function.
Now we have private variables in classes , Let us see how we can achieve this using factory functions.
We can make use of Closures in JavaScript. What is a Closure?
A [closure](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Closures) is the collection of variables and functions that is being referenced.
The variables used inside a function cannot be accessed outside unless it returns the variable.
We can make use of these to simulate private variables using factory functions

Here the variables id and marks cannot be used outside the function since it is block scoped. But it can be accessed by the inner function (status) , because it forms a closure with those variables.
**References**
Classes : [https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Classes](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Classes)
Closures : [https://developer.mozilla.org/en-US/docs/Web/JavaScript/Closures](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Closures)
Execution Context : [https://www.freecodecamp.org/news/how-javascript-works-behind-the-scene-javascript-execution-context/](https://www.freecodecamp.org/news/how-javascript-works-behind-the-scene-javascript-execution-context/)
| anoopaneesh |
1,897,573 | Automatic Golden Image Generation using CI/CD | Introduction: Everyone, In every organization, security and compliance guardrails are... | 0 | 2024-06-23T07:15:56 | https://dev.to/aws-builders/automatic-golden-image-generation-using-cicd-12e2 | aws, devops, gitlab, terraform | ## Introduction:
Everyone, In every organization, security and compliance guardrails are measured in order to maintain the things are aligned with client expectations and agreement. There are many types of guardrails or compliance parameters out of which golden image creation is one of them. Before going into deep dive, let's under stand what is Golden Image.
Golden Image is basically an image that has all required or supporting packages to be installed like agent packages, software or utilities packages, vulnerability agent package etc. there can be other packages installed which are approved by client. So when you're going to build a golden image for the first time, you just have to make sure that all required tools are installed and running fine in that server(windows/linux) to support the environment. After all this needs to be aligned with approved SOE parameters document. Along with making sure all packages are installed, another thing which is OS needs to be updated with latest patches for current month. Once these all are done, then take a snapshot of that instance and consider as base image which is known as Golden Image. This image would be used for further server build activity in future.
## Diagram:

## Prerequisites:
GitLab
Terraform
Ansible(optional)
AWS Cloud Platform
## Guidelines:
In this project, I have planned to build golden image for the first time as I didn't have any image earlier, so it's kind of we are starting from scratch. So, let me tell you guys first, that below are the planned action items to be done for this project ->
- Build AWS EC2 instance using Terraform.
- Provision EC2 instance using Ansible.
- Created CICD pipeline to build sequence of activities.
- Once entire provisioning is completed, then take an AMI of that instance.
- Lastly, terminate the instance.
**Note:** _As this is done for the first time, so ansible is required because there is no OS hardening parameters implemented. After instance provisioning with latest patches and implementing all security standards, once image is created, then for next month activity, Ansible will not be required because OS hardening parameters would have baked up in last month._
## Build an Instance using Terraform
I have taken a sample base image (not last month golden image) as a reference, fetched this image using terraform and created a new EC2 instance.
var.tf
```
variable "instance_type" {
description = "ec2 instance type"
type = string
default = "t2.micro"
}
```
data.tf:
```
## fetch AMI ID ##
data "aws_ami" "ami_id" {
most_recent = true
filter {
name = "tag:Name"
values = ["Golden-Image_2024-06-13"]
}
}
## Fetch SG and Keypair ##
data "aws_key_pair" "keypair" {
key_name = "keypair3705"
include_public_key = true
}
data "aws_security_group" "sg" {
filter {
name = "tag:Name"
values = ["management-sg"]
}
}
## Fetch IAM role ##
data "aws_iam_role" "instance_role" {
name = "CustomEC2AdminAccess"
}
## Fetch networking details ##
data "aws_vpc" "vpc" {
filter {
name = "tag:Name"
values = ["custom-vpc"]
}
}
data "aws_subnet" "subnet" {
filter {
name = "tag:Name"
values = ["management-subnet"]
}
}
```
instance.tf
```
resource "aws_iam_instance_profile" "test_profile" {
name = "InstanceProfile"
role = data.aws_iam_role.instance_role.name
}
resource "aws_instance" "ec2" {
ami = data.aws_ami.ami_id.id
instance_type = var.instance_type
associate_public_ip_address = true
availability_zone = "us-east-1a"
key_name = data.aws_key_pair.keypair.key_name
security_groups = [data.aws_security_group.sg.id, ]
iam_instance_profile = aws_iam_instance_profile.test_profile.name
subnet_id = data.aws_subnet.subnet.id
user_data = file("userdata.sh")
root_block_device {
volume_size = 15
volume_type = "gp2"
}
tags = {
"Name" = "GoldenImageVM"
}
}
```
output.tf
```
output "ami_id" {
value = {
id = data.aws_ami.ami_id.image_id
arn = data.aws_ami.ami_id.arn
image_loc = data.aws_ami.ami_id.image_location
state = data.aws_ami.ami_id.state
creation_date = data.aws_ami.ami_id.creation_date
image_type = data.aws_ami.ami_id.image_type
platform = data.aws_ami.ami_id.platform
owner = data.aws_ami.ami_id.owner_id
root_device_name = data.aws_ami.ami_id.root_device_name
root_device_type = data.aws_ami.ami_id.root_device_type
}
}
output "ec2_details" {
value = {
arn = aws_instance.ec2.arn
id = aws_instance.ec2.id
private_dns = aws_instance.ec2.private_dns
private_ip = aws_instance.ec2.private_ip
public_dns = aws_instance.ec2.public_dns
public_ip = aws_instance.ec2.public_ip
}
}
output "key_id" {
value = {
id = data.aws_key_pair.keypair.id
fingerprint = data.aws_key_pair.keypair.fingerprint
}
}
output "sg_id" {
value = data.aws_security_group.sg.id
}
output "role_arn" {
value = {
arn = data.aws_iam_role.instance_role.arn
id = data.aws_iam_role.instance_role.id
}
}
```
userdata.sh
```
#!/bin/bash
sudo yum install jq -y
##Fetching gitlab password from parameter store
GITLAB_PWD=`aws ssm get-parameter --name "gitlab-runner_password" --region 'us-east-1' | jq .Parameter.Value | xargs`
##Set the password for ec2-user
PASSWORD_HASH=$(openssl passwd -1 $GITLAB_PWD)
sudo usermod --password "$PASSWORD_HASH" ec2-user
## Create gitlab-runner user and set password
USER='gitlab-runner'
sudo useradd -m -u 1001 -p $(openssl passwd -1 $GITLAB_PWD) $USER
##Copy the Gitlab SSH Key to gitlab-runner server
sudo mkdir /home/$USER/.ssh
sudo chmod 700 /home/$USER/.ssh
Ansible_SSH_Key=`aws ssm get-parameter --name "Ansible-SSH-Key" --region 'us-east-1' | jq .Parameter.Value | xargs`
sudo echo $Ansible_SSH_Key > /home/$USER/.ssh/authorized_keys
sudo chown -R $USER:$USER /home/$USER/.ssh/
sudo chmod 600 /home/$USER/.ssh/authorized_keys
sudo echo "StrictHostKeyChecking no" >> /home/$USER/.ssh/config
sudo echo "$USER ALL=(ALL) NOPASSWD : ALL" > /etc/sudoers.d/00-$USER
sudo sed -i 's/^#PermitRootLogin.*/PermitRootLogin yes/; s/^PasswordAuthentication no/PasswordAuthentication yes/' /etc/ssh/sshd_config
sudo systemctl restart sshd
sleep 40
```
Here, we have used a shell script to get prerequisites installed for Ansible like user creation and providing sudo access etc.
Provision EC2 instance using Ansible:
**Note:** _Before triggering ansible job in GitLab, please make sure you login to the server you built from gitlab runner as gitlab-runner is going to login to new server for ansible provisioning and that time it will get an error if we don't perform below one ->_
main.yml
```
---
- name: Set hostname
hosts: server
become: true
gather_facts: false
vars_files:
- ../vars/variable.yml
roles:
- ../roles/hostnamectl
- name: Configure other services
hosts: server
become: true
roles:
- ../roles/ssh
- ../roles/login_banner
- ../roles/services
- ../roles/timezone
- ../roles/fs_integrity
- ../roles/firewalld
- ../roles/log_management
- ../roles/rsyslog
- ../roles/cron
- ../roles/journald
- name: Start Prepatch
hosts: server
become: true
roles:
- ../roles/prepatch
- name: Start Patching
hosts: server
become: true
roles:
- ../roles/patch
- name: Start Postpatch
hosts: server
become: true
roles:
- ../roles/postpatch
- name: Reboot the server
hosts: server
become: true
tasks:
- reboot:
msg: "Rebooting machine in 5 seconds"
```
## Prepare GitLab CI/CD Pipeline:
There are 4 stages created for entire deployment activity. Initially it will start with validation to make sure if all required services are running fine as expected.
If yes, then it will proceed for resource(EC2) build using Terraform. Here, I have used Terraform Cloud to make things more reliable and store state file in managed memory location provided by Hashicorp. But terraform cli can be used without any issues.
After successful resource build, provisioning needs to be performed to implement basic security standards and complete OS hardening process using Ansible CLI.
At last, once provisioning with patching is completed, pipeline job will take an AMI using AWS CLI commands.
Below are the required stages for this pipeline ->
1. Validation
2. InstanceBuild
3. InstancePatching
4. TakeAMI
.gitlab-ci.yml
```
default:
tags:
- anirban
stages:
- Validation
- InstanceBuild
- InstancePatching
- TakeAMI
- Terminate
job1:
stage: Validation
script:
- sudo chmod +x check_version.sh
- source check_version.sh
except:
changes:
- README.md
artifacts:
when: on_success
paths:
- Validation_artifacts
job2:
stage: InstanceBuild
script:
- sudo chmod +x BuildScript/1_Env.sh
- source BuildScript/1_Env.sh
- python3 BuildScript/2_CreateTFCWorkspace.py -vvv
except:
changes:
- README.md
artifacts:
paths:
- Validation_artifacts
- content.tar.gz
job3:
stage: InstancePatching
script:
- INSTANCE_PRIVATEIP=`aws ec2 describe-instances --filters "Name=tag:Name, Values=GoldenImageVM" --query Reservations[0].Instances[0].PrivateIpAddress | xargs`
- echo -e "[server]\n$INSTANCE_PRIVATEIP" > ./Ansible/inventory
- ansible-playbook ./Ansible/playbook/main.yml -i ./Ansible/inventory
- sudo chmod +x BuildScript/7_Cleanup.sh
when: manual
except:
changes:
- README.md
artifacts:
when: on_success
paths:
- Validation_artifacts
- ./Ansible/inventory
job4:
stage: TakeAMI
script:
- echo '------------Fetching Instance ID------------'
- INSTANCE_ID=`aws ec2 describe-instances --filters "Name=tag:Name, Values=GoldenImageVM" --query Reservations[0].Instances[0].InstanceId | xargs`
- echo '----------Taking an Image of Instance-----------'
- aws ec2 create-image --instance-id $INSTANCE_ID --name "GoldenImage" --description "Golden Image created on $(date -u +"%Y-%m-%dT%H:%M:%SZ")" --no-reboot --tag-specifications "ResourceType=image, Tags=[{Key=Name,Value=GoldenImage}]" "ResourceType=snapshot,Tags=[{Key=Name,Value=DiskSnaps}]"
when: manual
except:
changes:
- README.md
job5:
stage: Terminate
script:
- echo '------------Fetching Instance ID------------'
- INSTANCE_ID=`aws ec2 describe-instances --filters "Name=tag:Name, Values=GoldenImageVM" --query Reservations[0].Instances[0].InstanceId | xargs`
- echo '--------------------Terminating the Instance--------------------'
- aws ec2 terminate-instances --instance-ids $INSTANCE_ID
when: manual
except:
changes:
- README.md
```
## Validation:
As per below images, we can see instances has been launched and provisioned successfully, post that AMI has been taken.



## Conclusion:
So, after all we are at the end of this blog, I hope we all get an idea or approach how pipeline can be set up to build image without any manual intervention. However, in the pipeline I have referred Continuous Delivery approach, hence few stages are set to be trigged manually. There is one thing to highlight mandatorily which is "Do not set Ansible stage(job3) in gitlab as automatic. Use when: manual key to set this stage manual. As I mentioned on the top, ansible stage requires gitlab runner to login to newly build server which I could have mentioned as a command in the pipeline, but I didn't, thought of lets verify things by entering into the server from gitlab runner.
Hopefully you have enjoyed this blog, please go through this one and do the hands-on for sure🙂🙂. Please let me know how did you feel, what went well and how and where I could have done little better. All responses are welcome💗💗.
For upcoming updates, please stay tuned and get in touch. In the meantime, let's dive into below GitHub repository -> 👇👇
[](https://github.com/dasanirban834/automated-soe-image-pipeline)
Thanks Much!!
Anirban Das. | dasanirban834 |
1,897,563 | What has changed since becoming AWS Community Builders | This is the English version of the article I recently contributed to. I was recently selected as an... | 0 | 2024-06-23T07:14:44 | https://dev.to/aws-builders/what-has-changed-since-becoming-aws-community-builders-26ba | awscommunitybuilders, pankration, jawsug | This is the English version of [the article](https://dev.to/aws-builders/aws-community-buildersninatutebian-watutakoto-pkj) I recently contributed to.
I was recently selected as an AWS Community Builders for the third year in a row.
The first time I was elected was in 2022, and at that time, with the new coronavirus spreading, I was mainly organizing online workshops. I was selected in the area of Front-End Web & Mobile, partly because of a joint project with the LINE Developer Community in that area.
{% embed https://www.youtube.com/watch?v=gbrT0bEKHI4&t=548 %}
Before I became an AWS Community Builders, I was a speaker at a 24-hour event called [JAWS Pankration 2021](https://jawspankration2021.jaws-ug.jp/en/). This event involved AWS user groups from all over the world and was a JAWS-UG event that was regarded as crazy even from overseas, held in a follow-the-sun format.
And now, for the first time in three years, it will be held in the form of [JAWS Pankration 2024](https://jawspankration2024.jaws-ug.jp/en/), and in applying for the Call for Proposals, I have decided to write a summary of the AWS Community I wanted to summarize the differences between before and after I became an AWS Community Builders.
I also decided to apply for the CFP for [2024 AWS Community and Career Day Taiwan](https://awscmdtw.qualtrics.com/jfe/form/SV_9M4KIbwxPVFs6PA), which was guided at the 2024 AWS Japan Community Leaders Meetup at 22/6/2024, with the same theme. There are 18 Community Builders in Taiwan, and we would like to encourage our user group members to become the next Community Builders.
{% embed https://www.youtube.com/watch?v=KNJtfqDl8g0 %}
# What is AWS Community Builders?
The [official website](https://aws.amazon.com/jp/developer/community/community-builders/) introduces them as follows and the [AWS Community Directory](https://aws. amazon.com/jp/developer/community/community-builders/community-builders-directory/?cb-cards.sort-by=item.additionalFields.cbName& cb-cards.sort-order=asc&awsf.builder-category=*all&awsf.location=*all&awsf.year=*all). (120 are Japanese) have been published as of 6/6/2024. Builders who have already been selected must submit their activities on the annual renewal form, and if their activities are not recognized, they will not be selected for the next year.
> The AWS Community Builders program offers technical resources, education, and networking opportunities to AWS technical enthusiasts and emerging thought leaders who are passionate about sharing knowledge and connecting with the technical community.
> Throughout the program, AWS subject matter experts will provide informative webinars, share insights — including information about the latest services — as well as best practices for creating technical content, increasing reach, and sharing AWS knowledge across online and in-person communities. The program will accept a limited number of members per year. All AWS builders are welcome and encouraged to apply.
The official website describes the benefits of becoming an AWS Community Builders as follows.
> Members of the program will receive:
> - Access to AWS product teams and information about new services and features via weekly webinars
> - Learning from AWS subject matter experts on a variety of non-technical topics, including content creation and support for submitting CFPs and securing speaking engagements
> - AWS Promotional Credits and other helpful resources to support content creation and community-based work
> - Some surprises!
# Why did I decide to apply for AWS Community Builders?
I am a core member of [JAWS-UG Kanazawa Chapter](https://jawsug-kanazawa.doorkeeper.jp/). While serving on the executive committee of AWS Community Day Kanazawa and JAWS DAYS 2021, I was asked by an AWS Community I decided to apply for the AWS Community Builders program after being invited by AWS employees in charge of AWS community and influenced by Mr.Masayuki Kato and Mr.Michael Tedder, who had already become AWS Community Builders.
Since AWS Community Builders is an application system, I had to enter my own activities in English through the form, and I was not selected in FY2021. The reason was that I could not appeal our activities in a way that a third party could understand.
I continued our activities for six months without giving up, and by reviewing our appeal methods, I was successfully elected in 2022.
# About the changes after being selected as AWS Community Builders
I realized the following 4 points.
## Being exposed to the latest information
Meetings for AWS Community Builders are held online, and I can get in touch with the latest service information.
Due to the time zone, the meetings are held in two parts, often at 1:00 am and 7:00 am Japan time, making it difficult for AWS Community Builders in APAC (Asia Pacific) to participate in the real meetings.
However, it is very stimulating to see the excitement of the chat through real participation.
## Resistance to English is somewhat eased
As I can see in "the You Belong Here video", I can barely speak English. Because of this, I have attended re:Invent in Las Vegas twice, and both times I experienced considerable difficulties due to my inability to speak English after getting into trouble at the hotel.
{% embed https://www.youtube.com/watch?v=dms7RlAPNDs?t=39 %}
All AWS Community Builders announcements are communicated in English on a dedicated Slack workspace, so I am forced to interact with English to understand the information.
Fortunately, only the lang-japanese channel is in Japanese, so I can get help from AWS Community Builders in Japan if I have trouble understanding the details.
Since we don't usually speak or write in English, this is a good opportunity to ease our resistance to the language.
## Experience AWS re:Invent 2023
As described in [my first self-funded re:Invent experience in 5 years](https://dev.to/aws-builders/5nian-burinizi-fei-dexing-tutareinventti-yan-ji-1d0e), I attended AWS re:. Invent 2023 made me realize how different it was from AWS re:Invent 2018, which I went to before becoming an AWS Community Builders.
Partly because I have a greater understanding of AWS and more members to get involved with through the community, but also because I was able to network with people I would not have come in contact with had I not become an AWS Community Builders.
The information that comes in through connecting with other people can be quite different. Since I do not have any strengths in the technical area, the information and ideas that come in from newly connected people are often things that I am not exposed to on a daily basis, and this motivates me to make changes.






## Interaction with AWS Community Builders
While overseas connections are the best part of being an AWS Community Builder, we try to actively interact with domestic members through domestic events.
Last year's efforts included [AWS Summit Tokyo 2023](https://dev.to/aws-builders/aws-summit-tokyo-2023ti-yan-ji-4oe7) and [JAWS Festa 2023](https://dev.to/aws -builders/jaws-festa-2023ti-yan-ji-1a9m), we organized the AWS Community Builder Meetup, a social event exclusively for AWS Community Builders.


Each of them has their own technical strengths, but the fact is that there is a lot to learn from the words that come out of these people who are supporting the community.
## Changing Consciousness
In addition to JAWS-UG activities, I am involved in several community activities. One of the major concerns that I have with my community activities is why I invest my time and effort in these activities.
I feel that the larger the events we hold, and the fewer the core members, the greater this feeling becomes.
It is often said that people gather where there is a high level of enthusiasm and where people are having fun, and by working with people like the AWS Community Bilders, who have high centripetal force, I have found the answer to the question of "why invest my time and effort in our activities".
# Summary
If you are a regular user of AWS technology and like output activities, just taking one step forward can make a world of difference. If you are interested in trying it through what you have seen, please apply [JAWS Pankration 2024](https://jawspankration2024.jaws-ug.jp/en/) and [2024 AWS Community and Career Day Taiwan](https://awscmdtw.qualtrics.com/jfe/form/SV_9M4KIbwxPVFs6PA). | matyuda |
1,897,572 | Introduction to Cobra - A PHP Data Manipulation Library | What is Cobra? Cobra is a PHP library inspired by the functionality of popular data... | 0 | 2024-06-23T07:14:29 | https://dev.to/brightwebb/introduction-to-cobra-a-php-data-manipulation-library-4ob2 | webdev, beginners, programming, tutorial |

## What is Cobra?
Cobra is a PHP library inspired by the functionality of popular data manipulation libraries in other programming languages, such as Pandas for Python. It aims to simplify the process of data handling by providing a user friendly API for working with datasets in different formats. With Cobra, you can easily load, edit, and display data without having to deal with complicated SQL queries or cumbersome loops.
## Key Features of Cobra
**DataFrame Class:** The core of Cobra is the DataFrame class, which allows you to handle tabular data efficiently. A DataFrame is a 2-dimensional, size-mutable, and potentially heterogeneous tabular data structure with labeled columns or an associative array if that makes sense.
**DB Class:** Provides a simple API to interact with the database.
**Series Class:** For handling one-dimensional data, Cobra provides the Series class. It can be used to manage and manipulate sequences of data, similar to arrays.
**Loading Data: **Cobra supports loading data from multiple sources, including SQL databases, CSV files, and arrays. This makes it versatile for different use cases and data sources.
**Data Manipulation:** With methods for filtering, grouping, joining, and merging, Cobra makes it easy to perform complex data manipulations.
Handling Missing Data: Cobra includes methods like dropna and fillna to handle missing or null values in your datasets.
**Integration with SQL:** The library allows integration with SQL databases using PDO, enabling you to perform SQL operations and load data directly into DataFrames.
Exporting Data: You can export your data in various formats, including arrays and HTML tables, making it easy to display or further process your data.
## Why Use Cobra?
**Simplicity:** Cobra simplifies the process of data manipulation in PHP. Instead of writing complex loops and conditions, you can use Cobra's intuitive methods to achieve the same results with less code.
**Performance:** Designed with performance in mind, Cobra can handle large datasets efficiently. Its methods are optimized for speed, making it suitable for both small and large-scale data operations.
Integration: Cobra integrates easily with existing PHP projects. Whether you're using a framework like Laravel or a custom-built application, you can incorporate Cobra without major changes to your codebase.
**Getting Started with Cobra**
Here's a quick example to get you started with Cobra. In this example, we'll load data from a CSV file and perform some basic manipulations.
**Installation**
You can install Cobra using Composer. In your project directory, run
`composer require bright-webb/cobra`
```
<?php
require 'vendor/autoload.php';
use Cobra\DataFrame;
// Load data from a CSV file
$dataFrame = new DataFrame();
$dataFrame->fromCSV('file.csv');
// Display the first 5 rows
print_r($dataFrame->head(5)->toArray());
// Drop rows with any null values
$dataFrame->dropna();
// Display data as an HTML table
echo $dataFrame->toTable();
```
In conclusion.
Cobra is a versatile library for data manipulation in PHP. It brings the functionality and ease of use of libraries like Pandas to the PHP ecosystem, making data manipulation tasks simpler and more efficient. In future posts, we'll dive deeper into Cobra's features, showing you how to leverage its full potential in your projects.
Stay tuned for more tutorials and use cases on how Cobra can transform the way you handle data in PHP. | brightwebb |
1,897,571 | Designing Brilliance: The Craftsmanship of Top Aluminum Windows | Developing Radiance: The Workmanship of leading weight that is light Home windows Light weight... | 0 | 2024-06-23T07:12:17 | https://dev.to/tomxh_eopokd_3f9ebec6f6bf/designing-brilliance-the-craftsmanship-of-top-aluminum-windows-54l9 | windows, aluminumwindows | Developing Radiance: The Workmanship of leading weight that is light Home windows
Light weight aluminum home windows are among one of the absolute most options that are prominent property owners looking for top quality, resilient, as well as trendy home windows.
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Source: https://www.derchiwindow.com/application/modern-aluminium-windows | tomxh_eopokd_3f9ebec6f6bf |
1,897,566 | Understanding Solidity Smart Contract Attack Vectors: An Introductory Guide | Smart contracts have transformed transactions and agreements on the Ethereum blockchain, offering... | 0 | 2024-06-23T07:01:16 | https://dev.to/hackthechain/understanding-solidity-smart-contract-attack-vectors-an-introductory-guide-4jo1 | *Smart contracts have transformed transactions and agreements on the* [*Ethereum*](https://ethereum.org/en/developers/docs/) *blockchain, offering trustless, automated, and immutable solutions. Solidity, the main programming language for smart contracts, enables developers to create complex and innovative decentralized applications (DApps). However, this power comes with significant responsibility. Ensuring the security of smart contracts is crucial, as vulnerabilities can result in major financial losses and damage trust in the blockchain.*
This guide introduces the common and advanced attack vectors targeting Solidity smart contracts. We cover reentrancy attacks, integer overflows, Denial of Service, and Invariant breaks, among others. Each section includes a brief overview of an attack, real-world examples, mitigation strategies, and links for further reading.
Understanding these vulnerabilities and adopting best practices for secure smart contract development can greatly reduce the risk of exploits and help maintain a safer blockchain environment. Explore the essential aspects of Solidity smart contract security that every developer needs to know.
## Common Attack Vectors
In recent years, billions of dollars in cryptocurrencies have been lost due to smart contract vulnerabilities. Notable incidents, like the [DAO attack](https://en.wikipedia.org/wiki/The_DAO) in 2016 which resulted in a $60 million loss of Ether, underscore the urgent need for better security.
Key attack vectors include:
* **Reentrancy**
* **Integer overflow and underflow**
* **Unprotected self-destruct**
* **Denial of service (DoS)**
* **Access control issues**
Each vector poses unique challenges, but with proper awareness and mitigation techniques, these risks can be minimized. The following sections provide brief introductions to each attack vector, along with links for detailed discussions, attack reproductions, and defense strategies.
## Reentrancy Attacks
A reentrancy attack happens when a contract calls an external contract before updating its state. This allows the external contract to repeatedly call back into the original contract, potentially exploiting the un-updated state.
### Example
Consider a `vulnerable` contract with a withdraw function that sends Ether to a caller before updating the balance.
```solidity
// Vulnerable Contract Example
contract Vulnerable {
mapping(address => uint256) public balances;
function deposit() public payable {
balances[msg.sender] += msg.value;
}
function withdraw(uint256 amount) public {
require(balances[msg.sender] >= amount, "Insufficient balance");
(bool success, ) = msg.sender.call{value: amount}(""); // Call external contract
require(success, "Transfer failed");
balances[msg.sender] -= amount; // Update state after external call
}
}
```
In this example, the `withdraw` function in the `Vulnerable` contract sends Ether to the caller (`msg.sender`) before updating their balance.
An `Attacker` contract can exploit this by using its `receive` function to repeatedly call `withdraw`, draining the contract's funds.
```solidity
// Attacker Contract
contract Attacker {
Vulnerable public vulnerable;
constructor(address _vulnerable) {
vulnerable = Vulnerable(_vulnerable);
}
function attack() public payable {
vulnerable.deposit{value: msg.value}();
vulnerable.withdraw(msg.value);
}
receive() external payable {
if (address(vulnerable).balance > 0) {
vulnerable.withdraw(msg.value); // Re-enter the vulnerable contract
}
}
}
```
### Mitigation
* **Checks-Effects-Interactions Pattern**: Ensures all checks and state updates occur before interacting with external contracts.
* **Checks**: Verify the caller has enough balance.
* **Effects**: Update the balance before external calls.
* **Interactions**: Interact with external contracts after state updates.
```solidity
// Secure Contract using Checks-Effects-Interactions Pattern
contract Secure {
mapping(address => uint256) public balances;
function deposit() public payable {
balances[msg.sender] += msg.value;
}
function withdraw(uint256 amount) public {
require(balances[msg.sender] >= amount, "Insufficient balance");
balances[msg.sender] -= amount; // Update state first
(bool success, ) = msg.sender.call{value: amount}(""); // Interact with external contract
require(success, "Transfer failed");
}
}
```
* **Using Reentrancy Guards**: The `ReentrancyGuard` contract from [OpenZeppelin](https://docs.openzeppelin.com), prevents reentrant calls by using a state variable to lock the contract during execution.
```solidity
// Secure Contract with Reentrancy Guard
pragma solidity ^0.8.0;
import "@openzeppelin/contracts/security/ReentrancyGuard.sol";
contract Secure is ReentrancyGuard {
mapping(address => uint256) public balances;
function deposit() public payable {
balances[msg.sender] += msg.value;
}
function withdraw(uint256 amount) public nonReentrant {
require(balances[msg.sender] >= amount, "Insufficient balance");
balances[msg.sender] -= amount; // Update state first
(bool success, ) = msg.sender.call{value: amount}(""); // Call external contract
require(success, "Transfer failed");
}
}
```
## **Integer Overflow and Underflow**
Integer Overflow happens when a calculation produces a number larger than the maximum that can be stored in that type of integer. For instance, in an 8-bit unsigned integer (`uint8`), the maximum value is 255. Adding 1 to 255 in this type would result in 0 due to overflow.
Integer Underflow, on the other hand, occurs when a calculation results in a number smaller than the minimum that can be stored. For example, subtracting 1 from 0 in a `uint8` type would wrap around 255 instead of going negative, because the type cannot store negative numbers.
### Code Example with Vulnerability
```solidity
// Vulnerable Token Contract Example
contract Token {
uint256 public totalSupply;
function mint(uint256 amount) public {
totalSupply += amount; // This line can cause overflow if totalSupply + amount exceeds the max uint256 value
}
}
```
In this example, if the total supply of tokens approaches the maximum value for uint256 (2^256 - 1), adding more tokens that exceed this limit causes an overflow. This overflow wraps the total supply to a significantly lower number, potentially enabling an attacker to mint an unusually large number of tokens.
### Mitigation with SafeMath
To prevent vulnerabilities, use the SafeMath library. It includes functions like add, subtract, multiply, and divide, all of which check for overflow and underflow. For instance, `SafeMath.add(a, b)` ensures that adding b to a won't cause an overflow; if it would, the operation is reversed to keep the contract valid.
```solidity
// Safe Token Contract using SafeMath
pragma solidity ^0.8.0; // In Solidity 0.8.0 and later, overflow/underflow checks are built-in by default
import "@openzeppelin/contracts/utils/math/SafeMath.sol";
contract Token {
using SafeMath for uint256;
uint256 public totalSupply;
function mint(uint256 amount) public {
totalSupply = totalSupply.add(amount); // SafeMath's add function checks for overflow and reverts the transaction if it occurs
}
}
```
### Built-in Checks in Solidity 0.8.0+
From Solidity version 0.8.0 onwards, the language includes built-in checks for overflow and underflow. This means that any arithmetic operation that results in overflow or underflow will automatically revert the transaction.
## Denial of Service (DoS)
A Denial of Service (DoS) attack in the context of smart contracts is an attempt to prevent contract functions from executing properly. This can be achieved by consuming excessive resources, manipulating gas limits, or exploiting vulnerabilities in the contract’s logic.
### Examples
* **Blocking Execution by Sending Large Amounts of Gas**:
An attacker might send a transaction with a large amount of gas to a contract function that has a loop or an expensive operation. This can cause the function to run out of gas and fail to execute.
* **Exploiting Block Gas Limits**:
Consider a contract function that processes an array of user addresses. If the array is too large, the function may exceed the block gas limit and fail, preventing the contract from functioning correctly.
```solidity
// Vulnerable Contract Example
contract Vulnerable {
address[] public users;
function addUser(address user) public {
users.push(user);
}
function distributeFunds() public {
uint256 amount = address(this).balance / users.length;
for (uint256 i = 0; i < users.length; i++) {
(bool success, ) = users[i].call{value: amount}("");
require(success, "Transfer failed");
}
}
}
```
In this example, if the `users` array becomes too large, the `distributeFunds` function may run out of gas, causing a DoS.
### Mitigation
* **Gas Limit Management**: Limit the amount of work a function can do in a single transaction by using fixed-size data structures or limiting the number of iterations in loops.
```solidity
// Secure Contract with Gas Limit Management
contract Secure {
address[] public users; // List of users
uint256 public constant MAX_BATCH_SIZE = 100; // Maximum batch size for fund distribution
// Add a user to the list
function addUser(address user) public {
users.push(user);
}
// Distribute funds to a specified batch size of users
function distributeFunds(uint256 batchSize) public {
require(batchSize <= MAX_BATCH_SIZE, "Batch size too large");
uint256 amount = address(this).balance / users.length; // Calculate amount to distribute per user
uint256 end = batchSize > users.length ? users.length : batchSize; // Determine the actual batch size
// Transfer funds to each user in the batch
for (uint256 i = 0; i < end; i++) {
(bool success, ) = users[i].call{value: amount}("");
require(success, "Transfer failed");
}
}
}
```
* **Careful Function Design**:
Design functions to minimize the risk of DoS by avoiding unbounded loops and expensive operations that depend on user input.
You can also break large operations into smaller, manageable pieces that can be executed over multiple transactions.
```solidity
// Secure Contract with Careful Function Design
contract Secure {
address[] public users; // Array to store user addresses
// Function to add a user to the contract
function addUser(address user) public {
users.push(user);
}
// Function to distribute funds to a batch of users
function distributeFunds(uint256 startIndex, uint256 batchSize) public {
require(startIndex + batchSize <= users.length, "Invalid range"); // Ensure the range is within bounds
uint256 amount = address(this).balance / users.length; // Calculate amount to distribute per user
// Iterate through the specified batch of users and transfer funds
for (uint256 i = startIndex; i < startIndex + batchSize; i++) {
(bool success, ) = users[i].call{value: amount}(""); // Attempt to transfer funds to the user
require(success, "Transfer failed"); // Ensure the transfer was successful
}
}
}
```
## Access Control Issues
Access control issues occur when authorization checks in a smart contract are not properly implemented. This can let unauthorized users perform restricted actions, which could lead to serious security breaches.
### Example: Unauthorized Users Gaining Admin Privileges
If a contract does not correctly verify the sender’s identity, unauthorized users may gain admin privileges and perform restricted actions such as changing contract settings or transferring funds.
```solidity
// Vulnerable Contract Example
contract Vulnerable {
address public admin;
constructor() {
admin = msg.sender;
}
function changeAdmin(address newAdmin) public {
admin = newAdmin; // No check to ensure only the current admin can change the admin
}
function adminFunction() public {
require(msg.sender == admin, "Not an admin");
// Admin-only actions
}
}
```
In this example, anyone can call the `changeAdmin` function and set themselves as the admin because there is no check to ensure that only the current admin can change the admin.
### Mitigation
The `Ownable` contract by OpenZeppelin allows an owner, typically the contract deployer, to control certain functions. The modifier `onlyOwner` ensures these functions can only be called by the owner. The `transferOwnership` function ensures that only the current owner can transfer ownership to another address, thus securing the admin role.
```solidity
// Secure Contract using Ownable from OpenZeppelin
pragma solidity ^0.8.0;
import "@openzeppelin/contracts/access/Ownable.sol";
contract Secure is Ownable {
function changeAdmin(address newAdmin) public onlyOwner {
transferOwnership(newAdmin); // Using Ownable's transferOwnership to change admin
}
function adminFunction() public onlyOwner {
// Admin-only actions
}
}
```
For advanced access control needs, use OpenZeppelin’s `AccessControl` contract to manage roles and permissions.
The `AccessControl` contract enables precise role-based access control. Roles are identified using `bytes32`, and you can assign or remove roles from addresses. The `hasRole` modifier verifies if an address possesses the required role to execute a function.
```solidity
// Secure Contract using AccessControl from OpenZeppelin
pragma solidity ^0.8.0;
import "@openzeppelin/contracts/access/AccessControl.sol";
contract Secure is AccessControl {
bytes32 public constant ADMIN_ROLE = keccak256("ADMIN_ROLE");
constructor() {
_setupRole(DEFAULT_ADMIN_ROLE, msg.sender);
_setupRole(ADMIN_ROLE, msg.sender);
}
function changeAdmin(address newAdmin) public {
require(hasRole(DEFAULT_ADMIN_ROLE, msg.sender), "Not an admin");
grantRole(ADMIN_ROLE, newAdmin);
revokeRole(ADMIN_ROLE, msg.sender);
}
function adminFunction() public {
require(hasRole(ADMIN_ROLE, msg.sender), "Not an admin");
// Admin-only actions
}
}
```
## Centralization
Centralization in smart contracts means that control over important functions or assets is concentrated in one entity or a small group. This setup can pose risks like censorship, single points of failure, and abuse of power due to the lack of decentralization.
### Example: Rug Pulling
Rug pulling occurs when the creator or administrator of a decentralized application (DApp) or smart contract unexpectedly withdraws all funds, causing significant financial losses to users who have invested or deposited funds.
```solidity
// Example of Centralized Smart Contract Vulnerable to Rug Pulling
contract Centralized {
address public owner;
mapping(address => uint256) public balances;
constructor() {
owner = msg.sender;
}
function deposit() public payable {
balances[msg.sender] += msg.value;
}
function withdraw(uint256 amount) public {
require(balances[msg.sender] >= amount, "Insufficient balance");
require(msg.sender == owner, "Not the owner");
payable(msg.sender).transfer(amount);
balances[msg.sender] -= amount;
}
function rugPull() public {
require(msg.sender == owner, "Not the owner");
selfdestruct(payable(owner));
}
}
```
In this example, the `rugPull` function lets the owner take out all funds and shut down the contract, leaving users unable to recover any deposited funds.
### Mitigation
* **Decentralization and Community Governance**: Implement decentralized governance mechanisms where critical decisions are made collectively by the community rather than by a single entity. Use governance tokens or decentralized autonomous organizations (DAOs) to distribute control and decision-making power among stakeholders.
* **Transparency and Audits**: Ensure transparency in contract operations and conduct regular security audits by independent third parties to verify the integrity and security of the smart contract code.
* **Open Source and Code Review**: Make smart contract code open source to allow community scrutiny and encourage peer review. This helps identify vulnerabilities and ensures that the contract operates as intended without hidden functionalities.
* **Multi-Signature Wallets**: Use multi-signature wallets for managing contract funds or making critical decisions. This distributes control among multiple parties and prevents any single entity from unilaterally accessing funds or performing actions.
* **Timelocks and Emergency Stops**: Implement timelocks or emergency stop mechanisms that require a waiting period before executing critical transactions or stopping contract operations. This provides a window for intervention or dispute resolution in case of unexpected events.
## Oracle/Price Manipulation
Oracle manipulation involves using external data sources (oracles) that smart contracts depend on. If these oracles provide incorrect or malicious data, it can lead to problems like inaccurate pricing, triggering unintended transactions, or causing financial harm.
### Example: **Manipulation of Price Feeds**
A decentralized exchange (DEX) relies on an oracle to fetch external price data for trading pairs. If an attacker gains control over or manipulates this oracle, they could provide false price information that benefits them (e.g., setting a much lower price for buying tokens than the actual market price).
In the example below, the DEX contract fetches token prices from an oracle but does not verify or validate the data received. If the oracle provides manipulated or incorrect price data, the DEX may execute trades at incorrect prices, leading to financial losses for traders.
```solidity
// Vulnerable Contract Example
contract VulnerableDEX {
address public oracle;
mapping(address => uint256) public tokenPrices;
constructor(address _oracle) {
oracle = _oracle;
}
function getPrice(address token) public view returns (uint256) {
// Fetch price from oracle
return tokenPrices[token];
}
function trade(address token, uint256 amount) public {
uint256 price = getPrice(token);
require(price > 0, "Price not available");
// Calculate transaction amount based on price
uint256 transactionAmount = price * amount;
// Perform transaction based on fetched price
// (vulnerable to manipulation if price is not verified or trusted)
}
}
```
### Mitigation
* **Use Trusted Oracles**: Utilize oracles from reputable sources or implement mechanisms to verify data integrity and authenticity before using them in smart contracts.
* **Data Aggregation and Consensus**: Use multiple oracles or data sources and implement consensus mechanisms to ensure that data is accurate and not manipulated.
* **Price Averaging and Thresholds**: Implement logic in smart contracts to use averaged prices over time or set price thresholds to detect and prevent sudden spikes or drops that could be caused by manipulated data.
* **Security Audits**: Conduct regular security audits of smart contracts, including Oracle integrations, to identify vulnerabilities and ensure robust protection against manipulation.
## Invariant Break
An invariant in refers to a condition that is expected to remain true throughout the execution of a program or a specific section of code. In the context of smart contracts, an invariant break occurs when a fundamental condition or rule established for the contract is violated during its execution. This can lead to unexpected behavior, vulnerabilities, or loss of contract integrity.
### Example
Let’s consider a token contract where the invariant is that the total supply of tokens should always equal the sum of balances across all accounts. If the contract allows minting tokens without properly updating the total supply, it could lead to an invariant break.
```solidity
// Invariant: totalSupply should always equal the sum of balances
contract Token {
mapping(address => uint256) public balances;
uint256 public totalSupply;
function mint(address recipient, uint256 amount) public {
balances[recipient] += amount;
// Invariant break: totalSupply not updated
// totalSupply += amount; // Missing update
}
function burn(address account, uint256 amount) public {
require(balances[account] >= amount, "Insufficient balance");
balances[account] -= amount;
totalSupply -= amount; // Update totalSupply on burn
}
}
```
In this example, the `mint` function increases the balance of `recipient` without updating `totalSupply`. This breaks the invariant that `totalSupply` should always reflect the total amount of tokens in circulation.
### Mitigation
* **Consistent State Updates**: Ensure that any state changes or updates in the contract are accompanied by corresponding updates to maintain invariants.
* **Invariant Checks**: Implement checks and validations within functions to ensure that invariants are not violated before and after executing critical operations.
## Best Practices for Secure Smart Contract Development
### Code Review and Auditing
Regular code reviews and audits by experienced developers are crucial to identify potential vulnerabilities, ensure code quality, and verify that best practices and security guidelines are followed throughout the development process.
### Automated Testing
Utilize tools such as MythX, Slither, and Echidna for static analysis, automated testing, and vulnerability detection. These tools help identify common security issues, ensure code consistency, and improve overall contract reliability.
### Upgradability Considerations
Implement upgradeable contract patterns, such as Proxy and External Storage patterns, to facilitate contract upgradability while maintaining security. Ensure that upgrade mechanisms are carefully designed and thoroughly tested to prevent unintended behavior or vulnerabilities.
### Bug Bounties and Community Involvement
Engage with the developer community and encourage external reviews through bug bounty programs. Incentivize security researchers to discover and responsibly disclose vulnerabilities in your contracts. This proactive approach helps identify and mitigate potential threats before deployment.
### Additional Best Practices
* **Principle of Least Privilege**: Limit access and permissions for different contract functions and roles. Use access controls to enforce security and prevent unauthorized actions.
* **Secure Coding Practices:** Follow secure coding principles like validating inputs, handling external calls carefully, avoiding outdated functions, and using safe arithmetic libraries (e.g., SafeMath) to prevent common vulnerabilities such as reentrancy and integer overflows.
* **Gas Limit Management:** Optimize contract functions and consider gas limits to prevent denial-of-service attacks. Use efficient algorithms and data structures for cost-effective execution and scalable contracts.
* **Regular Updates and Patching:** Keep informed about Solidity updates and security best practices. Update contracts promptly to protect against newly discovered vulnerabilities.
* **Documentation and Transparency:** Maintain clear documentation of contract features, security considerations, and risks. Transparency helps stakeholders understand the contract's behavior and security measures.
* **Continuous Learning and Improvement:** Engage with Ethereum and smart contract communities to stay updated on threats and best practices through conferences, workshops, and active participation.
## Conclusion
Securing Ethereum smart contracts is crucial for the reliability of decentralized applications (DApps). Preventing vulnerabilities like reentrancy, integer overflows, denial of service, access control issues, and price manipulation is key to avoiding financial losses. Best practices include thorough code reviews, automated testing, and engaging with the community through bug bounties. Adherence to secure coding practices, managing gas limits, applying security patches, and maintaining clear documentation also enhance contract security. Continuous learning and active community participation help developers stay ahead of threats and strengthen blockchain security overall. | slowbugdev | |
1,897,567 | What is Threads and its use in Node.js | In the bustling world of computer science, threads are like tiny, independent workers within a larger... | 0 | 2024-06-23T06:59:56 | https://dev.to/m__mdy__m/what-is-threads-and-its-use-in-nodejs-3j8p | node, javascript, programming, webdev | In the bustling world of computer science, threads are like tiny, independent workers within a larger workshop, a process. Imagine a single process as a factory. This factory has various tasks to complete, from assembling parts to running quality checks. Threads, on the other hand, are the individual workers on the assembly line. They share the same resources (tools, materials) within the factory (process) but can work on different tasks (instructions) concurrently.
**What are Threads?**
Threads are lightweight units of execution within a process. They share the same memory space and resources (like CPU time) of the process they belong to. This allows multiple threads within a single process to seemingly execute instructions simultaneously, improving overall efficiency.
**Why Use Threads?**
The primary purpose of threads is to enable **parallel processing** within a single process. This is particularly beneficial for tasks involving waiting, such as:
* **I/O operations:** Reading from a file, sending data over a network, or waiting for user input are all examples of I/O operations. While one thread waits for an I/O operation to complete, other threads can continue executing, preventing the entire process from stalling.
* **Long calculations:** If a process involves lengthy calculations, other threads can continue working on separate tasks instead of waiting for the calculation to finish.
**Benefits of Using Threads:**
* **Improved Performance:** By allowing multiple tasks to run concurrently, threads can significantly enhance the responsiveness and performance of an application.
* **Efficient Resource Utilization:** Threads enable better utilization of multiple CPU cores in a system. With multiple threads, the workload gets distributed, leading to faster processing.
* **Scalability:** Applications that leverage threads can scale more effectively to handle increasing workloads by taking advantage of additional CPU cores.
**Things to Consider When Using Threads:**
* **Shared Memory:** Since threads share the memory space of the process, careful synchronization is necessary to avoid data corruption or race conditions (when multiple threads try to access the same data at the same time).
* **Deadlocks:** Deadlocks can occur if two or more threads become dependent on each other, waiting for each other to release resources, leading to a standstill. Proper resource management is crucial to prevent deadlocks.
* **Overhead:** Creating and managing too many threads can introduce overhead, which can negate the performance benefits. Finding the optimal number of threads for a specific task is essential.
## What is I/O operations
In the digital realm, Input/Output (I/O) operations are the essential communication channels that enable your computer to interact with the external world. These operations bridge the gap between the internal processing power of your CPU and the vast array of devices and data sources that surround it.
**But what exactly is I/O Operations?**
I/O operations encompass any activity that involves transferring data between a computer's memory and external devices or networks. This includes:
* **Reading data:** Retrieving information from various sources like hard drives, solid-state drives (SSDs), optical drives (CD/DVDs), network connections, or even user input devices like keyboards and mice.
* **Writing data:** Transferring information from the computer's memory to external storage devices or sending data over a network connection (e.g., saving a file, sending an email, or displaying graphics on your monitor).
**Common Types of I/O Operations:**
* **File I/O:** Reading from or writing to files stored on storage devices.
* **Network I/O:** Sending or receiving data over a network connection (wired or wireless).
* **Device I/O:** Interacting with peripheral devices like printers, scanners, webcams, or sensors.
* **User I/O:** Receiving input from human users through keyboards, mice, touchscreens, or other input devices.
**The Importance of I/O Operations:**
I/O operations are the lifeblood of any computer system. They enable you to:
* **Access and manipulate data:** Without I/O, your computer wouldn't be able to retrieve instructions from programs, store results, or communicate with other devices.
* **Interact with the world:** I/O operations allow you to use your computer for all its intended purposes, from browsing the internet to printing documents.
* **Run programs:** Applications rely on I/O to load program files, read configuration settings, and save user data.
**Factors Affecting I/O Performance:**
The speed and efficiency of I/O operations can be influenced by several factors:
* **Device characteristics:** The speed of the storage device (HDD vs. SSD), network bandwidth, and capabilities of peripheral devices all play a role.
* **Bus technology:** The type of bus (e.g., USB, PCIe) connecting the device to the computer impacts data transfer speeds.
* **Software optimization:** The way the operating system and applications handle I/O requests can affect performance.
**Optimizing I/O Performance:**
Here are some strategies to improve I/O performance:
* **Upgrade hardware:** Consider using faster storage devices (SSDs) or upgrading network connections (fiber optics).
* **Optimize software:** Ensure applications are using appropriate I/O libraries and techniques for efficient data transfer.
* **Reduce I/O wait time:** Techniques like caching frequently accessed data or using asynchronous I/O (handling I/O requests without blocking the main program) can help.
## Threads in Node.js: A Comprehensive Explanation
In the context of Node.js, threads play a crucial role in handling non-blocking I/O operations. When a Node.js application performs an I/O operation, such as reading a file from the disk or sending data to a network socket, the thread responsible for that operation can be temporarily blocked while waiting for the I/O to complete. However, other threads within the same process can continue executing, ensuring that the application remains responsive and does not freeze.
### Multithreading vs. Multiprocessing
Multithreading and multiprocessing are two distinct approaches to achieving parallel processing. Multithreading allows multiple threads to share the resources of a single process, while multiprocessing involves running multiple processes, each with its own dedicated resources.
Node.js primarily utilizes multithreading for its non-blocking I/O operations. This approach is particularly well-suited for I/O-bound applications, where a significant portion of the time is spent waiting for I/O to complete. Multithreading allows Node.js to efficiently handle these I/O operations without blocking the entire application.
### The Role of Threads in Node.js's Event Loop
The event loop is a central mechanism in Node.js that manages the execution of callbacks and I/O operations. It continuously monitors the event queue, which holds callbacks waiting to be executed. When an I/O operation completes, its corresponding callback is placed in the event queue. The event loop then retrieves callbacks from the queue and executes them, ensuring that the application responds to events and handles I/O operations efficiently.
Threads interact with the event loop by delegating I/O operations to the event loop and then waiting for their completion. Once an I/O operation is complete, its corresponding callback is notified, and the event loop handles its execution. This collaborative approach enables Node.js to manage asynchronous I/O operations without blocking the main thread.
### Benefits of Using Threads in Node.js
The use of threads in Node.js offers several advantages:
1. **Improved Performance:** Threads allow Node.js to handle I/O operations efficiently without blocking the main thread, leading to a more responsive and performant application.
2. **Efficient Resource Utilization:** Threads enable Node.js to utilize multiple CPU cores effectively, distributing the workload and improving overall processing speed.
3. **Scalability:** Node.js applications can scale to handle increasing workloads by leveraging additional CPU cores through threads.
### Considerations When Using Threads in Node.js
While threads provide significant benefits, it is important to use them judiciously:
1. **Shared Memory:** Threads within a process share the same memory space, which can lead to concurrency issues if not managed properly.
2. **Deadlocks:** Deadlocks can occur when two or more threads are waiting for each other to release resources, causing the entire process to stall.
3. **Over-Threading:** Creating too many threads can lead to excessive overhead and system resource contention, potentially hindering performance.
### Conclusion
Threads are fundamental components of modern programming, and their understanding is essential for developing efficient and scalable Node.js applications. By leveraging threads effectively, Node.js developers can harness the power of parallel processing, enhancing the performance and responsiveness of their applications. If you're eager to deepen your understanding of these algorithms, explore my GitHub repository ([algorithms-data-structures](https://github.com/m-mdy-m/algorithms-data-structures)). It offers a rich collection of algorithms and data structures for you to experiment with, practice, and solidify your knowledge.
**Note:** Some sections are still under construction, reflecting my ongoing learning journey—a process I expect to take 2-3 years to complete. However, the repository is constantly evolving.
The adventure doesn't stop with exploration! I value your feedback. If you encounter challenges, have constructive criticism, or want to discuss algorithms and performance optimization, feel free to reach out. Contact me on Twitter [@m__mdy__m](https://twitter.com/m__mdy__m) or Telegram: @m_mdy_m. You can also join the conversation on my GitHub account, [m-mdy-m](https://github.com/m-mdy-m). Let's build a vibrant learning community together, sharing knowledge and pushing the boundaries of our understanding. | m__mdy__m |
1,897,095 | How authentication works (Part 1) | Recently, i have been developing FullStack app for a client. I would like to share the key takeaways... | 0 | 2024-06-23T06:42:06 | https://dev.to/mannawar/how-authentication-works-3m41 | react, redux, aspnet, sqlserver | Recently, i have been developing FullStack app for a client. I would like to share the key takeaways on that as a part of giving back to the community!
Tech Stack used- React 18, Redux, Aspnet core 7, Sql-server database.
I am taking Google login/Register as an example here. But the general flow remain same for Apple Login or mobile otp login or any other login mechanism. I will summarize as well in the last as well. When the user clicks on Button as here.
```
<Box sx={{ display: 'flex', justifyContent: 'center', mb: 2 }}>
<GoogleAuth onSuccess={handleGoogleSuccess} onError={handleGoogleFailure} />
</Box>
```
Inside the handleGoogleSuccess method i am using jwtDecode library which breaks the jwt token into three parts and i have mapped it is as below.
```
const tokenId = response.credential;
const decodedToken = jwtDecode<GoogleTokenPayload>(tokenId);
const email = decodedToken.email;
const displayName = decodedToken.name;
const username = decodedToken.sub;
dispatch(signInWithGoogle({ tokenId, email, displayName, username }))
.unwrap()
.then(() => {
toast.success('Registration successful!');
navigate('/Book');
})
.catch((error: any) => {
toast.error('Some error occurred - Please try again later');
console.error('Google sign in failed:', error);
});
console.log('Google sign in successful:', response);
```
As we know jwt is basically made up of three parts viz. Header, payload and signature. using payload i have mapped above properties to send in backend. More details about jwt can be read in the link below.
_Ref- https://jwt.io/_
Next, I am using Redux for centralizing all account related stuff for user. The exact part of code which is responsible for sending payload to backend is below.
```
export const signInWithGoogle = createAsyncThunk<User, GoogleSignInPayLoad>(
'account/signInWithGoogle',
async (payload, thunkAPI) => {
try {
const {tokenId, email, displayName, username} = payload;
const user = await agent.Account.registerGoogle({ GoogleTokenId: tokenId, email, displayName, username });
localStorage.setItem('user', JSON.stringify(user));
return user;
} catch(error: any){
return thunkAPI.rejectWithValue({ error: error.data });
}
}
)
```
All the three payload viz. email, displayName, username alongwith tokenId is sent via agent method as here. And if request is successful the localstorage is set with the logged in user credential as shown below.

```
registerGoogle: (values: any) => requests.post('account/registergoogle', values),
```
Just to give brief on redux store set up. Root reducer are pure functions which is defined inside ConfigureStore function as below. `Reducers are pure function which takes current state and action as an argument and return a new state result.`
```
export const store = configureStore({
reducer: {
book: bookSlice.reducer,
account: accountSlice.reducer,
subscription: basketSlice.reducer,
progress: progressSlice.reducer
},
})
export type RootState = ReturnType<typeof store.getState>;
export type AppDispatch = typeof store.dispatch;
export const useAppDispatch = () => useDispatch<AppDispatch>();
export const useAppSelector: TypedUseSelectorHook<RootState> = useSelector;
export default store;
```
Here this line `export type RootState = ReturnType<typeof store.getState>;` represents the type of entire redux state in a type safe manner across the application.
This line `export type AppDispatch = typeof store.dispatch;` is just telling typeScript of new type AppDispatch.`store.dispatch` is function provided by redux that is used to dispatch action to the store. Hence, AppDispatch will be typed by the exact type of the dispatch function from redux store.
Further, coming to this line `export const useAppDispatch = () => useDispatch<AppDispatch>();` useAppDispatch is custom React hook which calls internally useDispatch hook with AppDispatch type. As it is exported it can be easily used inside other modules or component by just importing it.
Lastly, this line `export const useAppSelector: TypedUseSelectorHook<RootState> = useSelector; ` useSelector is another hook provided by React-Redux. Its function is to extract data from the redux store state in functional components. However, useSelector inherently is not typed to infer the type of redux state automatically. To achieve type safety and avoid repetitive type annotation, TypedUseSelectorHook is provided.
Then we can further easily use `useAppSelector` in any of our component like this as below.
`import { useAppSelector } from './store';`
To use this first import inside your component and then `const user = useAppSelector(state => state.user);` Here, we are selecting user slice from redux store and state has a type RootState.
_More or redux can be read here- https://redux.js.org/tutorials/fundamentals/part-3-state-actions-reducers_
Next, the request will go to backend via agent.ts method registerGoogle.
It will hit inside the controller action method as defined here.
```
[AllowAnonymous]
[HttpPost("registergoogle")]
public async Task<ActionResult<UserDto>> RegisterGoogle(GoogleRegisterDto googleRegisterDto)
{
GoogleJsonWebSignature.Payload payload;
try
{
payload = await GoogleJsonWebSignature.ValidateAsync(googleRegisterDto.GoogleTokenId);
}
catch (Exception ex)
{
return Unauthorized(new { Error = "Invalid google token" });
}
if (payload.Email != googleRegisterDto.Email)
{
return Unauthorized(new { Error = "Email doesnt match google token" });
}
var existingUser = await _userManager.Users.FirstOrDefaultAsync(x => x.UserName == googleRegisterDto.Username || x.Email == googleRegisterDto.Email || x.Us_DisplayName == googleRegisterDto.DisplayName);
if(existingUser != null)
{
if(existingUser.Email == googleRegisterDto.Email)
{
return CreateUserObject(existingUser);
}else
{
ModelState.AddModelError("username", "Username taken");
return ValidationProblem();
}
}
var user = new AppUser
{
Us_DisplayName = googleRegisterDto.DisplayName,
Email = googleRegisterDto.Email,
UserName = googleRegisterDto.Username,
Us_Active = true,
Us_Customer = true,
Us_SubscriptionDays = 0
};
var result = await _userManager.CreateAsync(user);
if (result.Succeeded)
{
return CreateUserObject(user);
}
return BadRequest(result.Errors);
}
```
Here, since any user can register hence the attribute `AllowAnonymous` is used else protect the route by any mechanism or attribute like use `Authorize`
In the backend i am using nuget package `Google.Apis.Auth` and these lines ``` GoogleJsonWebSignature.Payload payload;
try
{
payload = await GoogleJsonWebSignature.ValidateAsync(googleRegisterDto.GoogleTokenId);
}
catch (Exception ex)
{
return Unauthorized(new { Error = "Invalid google token" });
}``` are responsible for checking `googleRegisterDto.GoogleTokenId` is valid and belongs to user attempting to register.
This line of code checks in database ``` var existingUser = await **_userManager.Users**.FirstOrDefaultAsync(x => x.UserName == googleRegisterDto.Username || x.Email == googleRegisterDto.Email || x.Us_DisplayName == googleRegisterDto.DisplayName);``` if database already has the record related to the user attempting to register.
Further, down this line ```if(existingUser != null)
{
if(existingUser.Email == googleRegisterDto.Email)
{
return CreateUserObject(existingUser);
}``` checks if existing user is not null and and the email from the payload which user sends from frontend matches then CreateUserObject function is called which is as below.
```
private UserDto CreateUserObject(AppUser user)
{
return new UserDto
{
DisplayName = user.Us_DisplayName,
Image = user.Md_ID.ToString(),
Token = _tokenService.CreateToken(user),
Username = user.UserName,
FirebaseUID = user.Us_FirebaseUID,
FirebaseToken = user.Us_FirebaseToken,
Language = user.Us_language,
IsSubscribed = (user.Us_SubscriptionExpiryDate != null && user.Us_SubscriptionExpiryDate > DateTime.Now)
};
}
```
Above, most crucial is this one `Token = _tokenService.CreateToken(user)` where the token is created for the user attempting to register whose records have already matched with the user saved in db, for further interaction with app.
Now, coming further down this line of code
` var user = new AppUser
{
Us_DisplayName = googleRegisterDto.DisplayName,
Email = googleRegisterDto.Email,
UserName = googleRegisterDto.Username,
Us_Active = true,
Us_Customer = true,
Us_SubscriptionDays = 0
};
`
If the user attempting to register is new and his records is not found in db. Then the above code will be executed and a user is created with role as just user. Note this line `var result = await _userManager.CreateAsync(user);` will create a new user and save in db.
Down this line, ```if (result.Succeeded)
{
return `(user);
}``` if everything goes well till now `CreateUserObject` method will be called where a token will be generated for the user which will be used during his further interaction with app.
Else, bad request with corresponding error message will be displayed as here `return BadRequest(result.Errors);`
Note- Here i used google login, which is most common for login these days. But, the underlying logic remains same for any other login mechanism.
And finally, in the front end side in i have another reducer `signout` as here ``` reducers: {
signOut: (state) => {
state.user = null;
localStorage.removeItem('user');
router.navigate('/');
},
setUser: (state, action) => {
const claims = JSON.parse(atob(action.payload.token.split('.')[1]));
const roles = claims['http://schemas.microsoft.com/ws/2008/06/identity/claims/role'];
state.user = {...action.payload, roles: typeof(roles) === 'string' ? [roles] : roles};
}
},``` which can be triggered inside any component which is handling log out. In my case, i am using a menu component where i dispatch signout. You can use anywhere where you plan user to trigger logout. Once the `dispatch(signOut());` from the component it will clear the localstorage as here `localStorage.removeItem('user');` and user will be redirected to index page as here `router.navigate('/');`.
**To summarize:**
Step-1 Front end- use any mechanism or package to decode the google token. Once decoded match its part as per the model or dto's defined in backend.
Step-2 Send the request to backend via directly by axios or redux(centralized state management) using agent(which centralizes request to backend).
Step-3 Once the endpoint in backend is hit, check if token id is valid and ensure it is issued by google only. If valid, then check if user record is already present in our db or not. If present, generate a token with minimum role as a user for further communication. If not then create a user and save its info on db and then generate token with minimum role for their further interaction with app.
I hope this basic flow would be helpful to someone. Thanks for your time! | mannawar |
1,897,564 | Laravel Create Virtual Database Column | In this article we're going to learn how to create a virtual database column in Laravel. ... | 0 | 2024-06-23T06:42:04 | https://paulund.co.uk/laravel-create-virtual-database-column | laravel, sql, webdev, beginners | In this article we're going to learn how to create a virtual database column in Laravel.
## Why Use Virtual Columns?
Virtual columns are useful when you want to add a column to a model that doesn't exist in the database. This can be useful for things like computed columns, or for columns that are derived from other columns.
I recently had a situation where I needed to add a virtual column to a model that was derived from other columns in the model. I didn't want to store this column in the database, as it would be redundant and would require additional maintenance.
This was from a JSON blob column that I needed to search for a value in. I didn't want to extract this and store this separately in another column as I need this to stay in sync with the JSON blob. But I wanted to search for this column and be able to index the column for performance improvements rather than searching the JSON blob.
## Creating a Virtual Column
To create a new virtual column in MySQL from a JSON blob column, you can use the JSON_EXTRACT function. This function allows you to extract a value from a JSON blob column and use it as a virtual column.
Here's an example of how you can create a virtual column in MySQL:
```sql
ALTER TABLE `users` ADD COLUMN `email` VARCHAR(255) GENERATED ALWAYS AS (JSON_UNQUOTE(JSON_EXTRACT(`data`, '$.email'))) VIRTUAL;
```
In this example, we're adding a new virtual column called email to the users table. This column is derived from the data column, which is a JSON blob column. We're using the JSON_EXTRACT function to extract the email field from the JSON blob and store it in the email column.
## Using Virtual Columns in Laravel
First we need to create the migration to add the virtual column to the table. Here's an example of how you can create a migration to add a virtual column to a table in Laravel:
```php
use Illuminate\Database\Migrations\Migration;
use Illuminate\Database\Schema\Blueprint;
use Illuminate\Support\Facades\Schema;
class AddVirtualColumnToUsersTable extends Migration
{
public function up()
{
Schema::table('users', function (Blueprint $table) {
$table->string('email')->virtualAs("JSON_UNQUOTE(JSON_EXTRACT(`data`, '$.email'))");
});
}
public function down()
{
Schema::table('users', function (Blueprint $table) {
$table->dropColumn('email');
});
}
}
```
In this example, we're creating a new migration called AddVirtualColumnToUsersTable that adds a virtual column called email to the users table. We're using the virtualAs method to specify the expression that should be used to generate the virtual column.
Once you've created the migration, you can run it using the php artisan migrate command. This will add the virtual column to the table.
## Use In Laravel
Now that we have the virtual column added to the table, we can use it in our Laravel application like any other column.
```php
$user = User::where('email', 'test@email.com')->first();
```
In this example, we're using the virtual column email to search for a user with the email address.
You can also access this column like any other column in your model:
```php
$user = User::find(1);
echo $user->email;
```
In this example, we're accessing the email virtual column on the User model.
## Conclusion
In this article, we've learned how to create a virtual database column in Laravel. Virtual columns are useful when you want to add a column to a model that doesn't exist in the database. This can be useful for things like computed columns, or for columns that are derived from other columns. | paulund |
1,897,560 | A Comprehensive Guide to Using Arrays in JavaScript | A Comprehensive Guide to Using Arrays in JavaScript JavaScript arrays are a fundamental... | 0 | 2024-06-23T06:23:21 | https://dev.to/fridaymeng/a-comprehensive-guide-to-using-arrays-in-javascript-2i88 | javascript | ## A Comprehensive Guide to Using Arrays in JavaScript
JavaScript arrays are a fundamental and versatile part of the language, used for storing, manipulating, and accessing data. This guide will provide an in-depth look at how to effectively use arrays in JavaScript, covering everything from basic operations to advanced techniques.
### What is an Array?
An array is a special type of object in JavaScript that allows you to store multiple values in a single variable. Arrays can hold any data type, including numbers, strings, objects, and even other arrays.
```javascript
let numbers = [1, 2, 3, 4, 5];
let mixedArray = [1, 'Hello', true, { key: 'value' }, [1, 2, 3]];
```
### Creating Arrays
There are several ways to create arrays in JavaScript:
1. **Using Array Literals**:
```javascript
let fruits = ['Apple', 'Banana', 'Cherry'];
```
2. **Using the Array Constructor**:
```javascript
let fruits = new Array('Apple', 'Banana', 'Cherry');
```
3. **Using Array.of**:
```javascript
let fruits = Array.of('Apple', 'Banana', 'Cherry');
```
4. **Using Array.from**:
```javascript
let string = 'Hello';
let stringArray = Array.from(string); // ['H', 'e', 'l', 'l', 'o']
```
### Accessing Array Elements
Array elements are accessed using their index, which starts from 0.
```javascript
let fruits = ['Apple', 'Banana', 'Cherry'];
console.log(fruits[0]); // 'Apple'
console.log(fruits[2]); // 'Cherry'
```
### Modifying Arrays
You can modify arrays by assigning new values to existing indexes or using array methods.
```javascript
let fruits = ['Apple', 'Banana', 'Cherry'];
fruits[1] = 'Blueberry';
console.log(fruits); // ['Apple', 'Blueberry', 'Cherry']
```
### Adding and Removing Elements
1. **push** and **pop**:
- `push` adds elements to the end of an array.
- `pop` removes the last element from an array.
```javascript
fruits.push('Date');
console.log(fruits); // ['Apple', 'Blueberry', 'Cherry', 'Date']
fruits.pop();
console.log(fruits); // ['Apple', 'Blueberry', 'Cherry']
```
2. **unshift** and **shift**:
- `unshift` adds elements to the beginning of an array.
- `shift` removes the first element from an array.
```javascript
fruits.unshift('Apricot');
console.log(fruits); // ['Apricot', 'Apple', 'Blueberry', 'Cherry']
fruits.shift();
console.log(fruits); // ['Apple', 'Blueberry', 'Cherry']
```
3. **splice**:
- `splice` can add or remove elements from any position in the array.
```javascript
// Add elements
fruits.splice(1, 0, 'Blackberry', 'Cranberry');
console.log(fruits); // ['Apple', 'Blackberry', 'Cranberry', 'Blueberry', 'Cherry']
// Remove elements
fruits.splice(2, 1);
console.log(fruits); // ['Apple', 'Blackberry', 'Blueberry', 'Cherry']
```
### Iterating Over Arrays
1. **for loop**:
```javascript
for (let i = 0; i < fruits.length; i++) {
console.log(fruits[i]);
}
```
2. **for...of loop**:
```javascript
for (let fruit of fruits) {
console.log(fruit);
}
```
3. **forEach method**:
```javascript
fruits.forEach((fruit, index) => {
console.log(`${index}: ${fruit}`);
});
```
### Common Array Methods
1. **map**:
- Creates a new array with the results of calling a provided function on every element.
```javascript
let numbers = [1, 2, 3, 4];
let doubled = numbers.map(num => num * 2);
console.log(doubled); // [2, 4, 6, 8]
```
2. **filter**:
- Creates a new array with all elements that pass the test implemented by the provided function.
```javascript
let numbers = [1, 2, 3, 4, 5];
let evens = numbers.filter(num => num % 2 === 0);
console.log(evens); // [2, 4]
```
3. **reduce**:
- Executes a reducer function on each element, resulting in a single output value.
```javascript
let numbers = [1, 2, 3, 4];
let sum = numbers.reduce((total, num) => total + num, 0);
console.log(sum); // 10
```
4. **find**:
- Returns the first element that satisfies the provided testing function.
```javascript
let numbers = [1, 2, 3, 4, 5];
let found = numbers.find(num => num > 3);
console.log(found); // 4
```
5. **includes**:
- Determines whether an array includes a certain value.
```javascript
let fruits = ['Apple', 'Banana', 'Cherry'];
console.log(fruits.includes('Banana')); // true
console.log(fruits.includes('Date')); // false
```
6. **sort**:
- Sorts the elements of an array in place and returns the array.
```javascript
let numbers = [3, 1, 4, 1, 5, 9];
numbers.sort((a, b) => a - b);
console.log(numbers); // [1, 1, 3, 4, 5, 9]
```
7. **reverse**:
- Reverses the order of the elements in an array.
```javascript
let numbers = [1, 2, 3, 4, 5];
numbers.reverse();
console.log(numbers); // [5, 4, 3, 2, 1]
```
### Multidimensional Arrays
JavaScript supports arrays of arrays, which can be used to create multidimensional arrays.
```javascript
let matrix = [
[1, 2, 3],
[4, 5, 6],
[7, 8, 9]
];
console.log(matrix[1][2]); // 6
```
### Conclusion
Arrays are a powerful and flexible tool in JavaScript, enabling developers to store, manipulate, and iterate over collections of data efficiently. By understanding and utilizing the various methods and techniques available, you can harness the full potential of arrays in your JavaScript projects. Whether you are working with simple lists or complex data structures, mastering arrays is an essential skill for any JavaScript developer. | fridaymeng |
1,897,556 | Transitional Rugs, Transitional Carpets | Harsh Carpets | Discover the perfect blend of classic and contemporary with our collection of transitional rugs.... | 0 | 2024-06-23T06:16:38 | https://dev.to/harsh_gupta/transitional-rugs-transitional-carpets-harsh-carpets-5hl5 | carpets, rugs | Discover the perfect blend of classic and contemporary with our collection of transitional rugs. Elevate your space with versatile designs that seamlessly bridge the gap between traditional and modern aesthetics. Our transitional rugs offer a harmonious balance of elegance and trend-forward style, creating a sophisticated atmosphere in any room. Explore a curated selection of high-quality, handcrafted rugs designed to bring a timeless yet modern appeal to your home. Redefine your decor with transitional rugs that effortlessly complement your evolving style.Collection of Transitional Rugs | Buy Transitional Rugs & Carpets online , Transitional Rugs Shop Delhi India.
Click: [](https://www.harshcarpets.com/product-category/transitional/) | harsh_gupta |
1,897,555 | Upgrade Your Bathroom Flooring with Carpets | Upgrade Your Bathroom Flooring with Carpets: A Great Decision As homeowners, we always try to find... | 0 | 2024-06-23T06:13:31 | https://dev.to/skolka_ropinf_fc3942c04cb/upgrade-your-bathroom-flooring-with-carpets-56a3 | carpet, rugs, bathroomcarpets | Upgrade Your Bathroom Flooring with Carpets: A Great Decision
As homeowners, we always try to find completely new and innovative methods to enhance our living spaces. And the most effective approaches take action is through upgrading the Bathroom flooring with Carpets. A Bathroom Carpet is a versatile addition any home, and it comes down with numerous advantages. The carpet for bathroom floor not only include into the aesthetic appeal of, nonetheless they also offer safety and comfort. We are going to explore the huge many benefits and how you are able to use them to incorporate value to your residence.
Advantages of Bathroom Carpets
Bathroom Carpets have numerous advantages. They are easy to clean and maintain, adding a great deal of to our lives. A Carpeted Bathroom floor feels warm and comfortable underfoot, providing a deluxe spa-like experience. It additionally adds a definite degree of, making your Bathroom warmer and quieter. Regardless of these benefits, Bathroom Carpets offer a non-slip surface promotes in the Bathroom. Overall, Bathroom Carpets are a great investment as they are durable, long-lasting, and give a complete lot of value and comfort.
Innovation in Bathroom Carpets
Bathroom Carpets have come a long approach the shaggy, fluffy Carpets of the past. Today, they truly are produced from innovative materials and technologies, such as waterproof fabrics resist mold and mildew. You can choose from a wide variety of, patterns, and colors that complement your Bathroom's decor. In addition to this, there are now anti-bacterial coatings that help to disinfect and avoid the development of bacteria and germs, making these Carpets a wholesome and hygienic addition your Bathroom.
Safety of Bathroom Carpets
Bathroom Carpets are safe to use, specially when compared to other flooring options like tiles. Tiles may become slippery when wet, enhancing the risk of falls or injuries. On the other side hand, water absorbent bath mat add a layer of cushioning and a non-slip area provides stability and safety. They even decrease the sound of footsteps, making them an ideal choice you have children or senior people residing with you. With Bathroom Carpets, it is possible to prevent accidents and enjoy peace of mind knowing that your Bathroom is an everyone environment safe.
Using Bathroom Carpets
When using Bathroom Carpets, it is vital to choose the best design and type that matches your needs. Its also a good idea to make certain that the Carpets are installed properly and that they're well-maintained. To steadfastly keep up the quality of your Bathroom Carpets, you need to use a rug cleaner or spot cleaner frequently. This will help to remove any stains or spills that could occur. Additionally, you can regularly vacuum your Bathroom Carpets to remove any debris or dirt that could accumulate in the long run.
Services for Bathroom Carpets
Its important to use a professional service provider to get the best results whenever it comes down to installing Bathroom Carpets. Professional Bathroom Carpet installers have the various necessary tools equipment, and skills to ensure that your Carpets are installed correctly and securely. They are able to also help you choose the right type of bathroom carpet and make certain that the installation process is done efficiently and effectively. Using a professional service you can enjoy the huge benefits without having the stress and difficulty of DIY installments.
Source: https://www.tianjinrugs.com/application/bathroom-carpet | skolka_ropinf_fc3942c04cb |
1,897,554 | BEST CSS🧡GUIDELINES BY Aryan🤣 | Prefer CSS Variable *.css /* css */ :root{ /* available for all elements ... | 0 | 2024-06-23T06:13:21 | https://dev.to/aryan015/best-cssguidelines-by-aryan-5cie | css, scss, webdev, react | ## Prefer CSS Variable
*.css
```css
/*
css
*/
:root{
/*
available for all elements
*/
--black:#000;
--shade-one:#040;
}
.class{
/*
only availble for 'class'
*/
--orange:#ff3300;
bgc:var(--orange);
}
```
*.scss
```css
/*
variable starts with $ sign
*/
$black:#000;
$orange:#ff3300;
```
## Prefer Shorthand for big apps (consistency)
```css
#id{
padding:2px 2px 1px 1px;
up left bottom right
padding:2px 1px;
/* up-down left-eight */
}
```
## seperate name with hyphen and meaningful name
```css
.body-header{
}
.body{
}
```
`note`: I sometime use parent-child hirerachy. If `.cards` is parent then try naming `cards-child` as child. And the `.cards-child` has child also then `cards-grandchild` and soon🤣.
## Reset css
```css
*{
/* universal selector*/
border-sizing:border-box;/* this will include margin and padding as width and height, 2px margin, 2px padding, 10px width makes 2px(content)*/
font-weight:400; /*regular*/
}
```
## element grouping
```css
h1,h2,h3{
margin:2px; /* margin of 2px (just repeating myself)*/
}
```
[in-link🧡](https://www.linkedin.com/in/aryan-khandelwal-779b5723a/)
## learning resources
[🧡Scaler - India's Leading E-learning](www.scaler.com)
[🧡w3schools - for web developers](www.w3school.com) | aryan015 |
1,897,553 | Debounce Method for Searching | What is Debounce? Debounce is nothing but a programming pattern for delaying the execution of a... | 0 | 2024-06-23T06:11:44 | https://dev.to/nisharga_kabir/debounce-method-for-searching-25nc | searching, javascript, debounce, debouncing | **What is Debounce?**
Debounce is nothing but a programming pattern for delaying the execution of a function or something...
**Why do we use it? or Why is it important?**
Look at this code.....
```<input type='text' onChange={(e) => console.log(e.target.value)} />```
and its output........

We type simple 2 words but it's calling 14 times!! If we integrate Search API here our API will be called 14 times for these words.
It will be costly for us. That is why the Debounce Method played its role in waiting some time and getting the result.
create a hook or a function for debounce 😎😎
```
const useDebounced = ({ searchQuery, delay }) => {
const [debouncedValue, setDebouncedValue] =
useState(searchQuery);
useEffect(() => {
const handler = setTimeout(() => {
setDebouncedValue(searchQuery);
}, delay);
return () => {
clearTimeout(handler);
};
}, [searchQuery, delay]);
return debouncedValue;
};
```
What do we do here...?? as a parameter we need two things searchQuery and delay time..
using useState we set our value here. and later we return it.
we use useEffect for calling this process infinite time changing searchQuery or delay value change it will be calling.
then we use a setTimeout function. its nothing just a prebuild function in javascript which is calling after a certain time.
and clearTimeout is another function for stoping that setTimeout function.
What is the logic behind this setTimeout and clearTimeOut here? Well we want the user to type something... After he writes the first character when he writes another character between the delay time stop calling the setTimeout here. finally return it
Now its time to implement it 🤩🤩
before return your nextjs or react component add this
```
const [value, setValue] = useState('');
const debouncedValue = useDebounced({ searchQuery: value, delay: 600 });
console.log(debouncedValue);
```
and your input field
```
<input type='text' onChange={(e) => setValue(e.target.value)} />
```
Let me explain these two things. in inputs we set our values to the state value.
Then calling that function and as parameter pass our e.target.value and a delay time. finally console.log it.

Now see just calling two or three times base on our typing speed this debounce method will call 😍😍 | nisharga_kabir |
1,897,552 | Flutter Video Tutorial | Celebrate the fact that you don't need NASA-level experience to start your journey as a Flutter... | 0 | 2024-06-23T06:08:12 | https://dev.to/ahmadsyahrullft9/flutter-learning-path-2lh8 | Celebrate the fact that you don't need NASA-level experience to start your journey as a Flutter developer. It's all about launching your career after learning the essentials to contribute to a team. As a junior developer, you'll learn and grow without the need to be a master upfront, most of the learning are done on the job.
I compiled some YouTube tutorials that could help you understand some
concepts or get started with Flutter:
1. Responsive layout:
https://lnkd.in/grqM7zU2
2. DevOps in Flutter:
https://lnkd.in/dWaXcnSs
3. Error handling:
https://lnkd.in/grPmi_dv
4. Flutter State Management Tutorial:
https://lnkd.in/d9chjG_W
5. Flutter for Beginners (37 Hours):
https://lnkd.in/d3jQDZuU
6. MVC in Flutter:
https://lnkd.in/df_x5c75
7. Retrofit:
https://lnkd.in/gqPrb-8h.g
Push Notification:
https://lnkd.in/dmyi5xzkO.
Github Actions:
https://lnkd.in/dyD6_aYZ
10. Flutter Animations:
https://lnkd.in/dYwzeivG
11. Testing in Flutter:
https://lnkd.in/d6CRX4cj
12. Bloc in Flutter:
https://lnkd.in/dtnUE69T
13. CI/CD in Flutter:
https://lnkd.in/dBBaPuyC
14. Firebase using Flutter:
https://lnkd.in/dkBkJ-wY
15. Theme in Flutter:
https://lnkd.in/dTJMiqU9
16. Custom Painting:
https://lnkd.in/dS6fg_QR
17. UI Design in Flutter:
https://lnkd.in/dG8qU3wg
18. Best practices in Flutter:
https://lnkd.in/d6rWd_Zt
19. Basic crash course (playlist):
https://lnkd.in/d4yvNehr
20. Clean Architecture in Flutter:
https://lnkd.in/ds5YtUc3
21.03D in Flutter:
https://lnkd.in/g9YpVysb
22. Flutter TDD Clean Architecture:
https://lnkd.in/dtuPvigY
23. Firebase Domain Driven:
https://lnkd.in/dfVGxCJS
24. Mixins:
https://lnkd.in/dZzU4ugW
25. Proper Error Handling in Flutter & Dart:
https://lnkd.in/dy-z7Dtz
26. Flutter Firebase Course in 14hrs:
https://lnkd.in/deVwJNz2
27. Riverpod:
https://lnkd.in/ga_xdtmH
28. Riverpod code generator:
https://lnkd.in/gt7cvCpS
29. Flutter with Gemini Al
https://lnkd.in/g-pZHmW4
30. Environments (Flavors) in flutter with Codemagic:
https://lnkd.in/gqcAU3Kh
**Remember that there's no imit to what you can learn, everything you need is with you!**
#flutter | ahmadsyahrullft9 | |
342,098 | Industry Desktop App | Aureate Industries Standalone Desktop Application Link to Code https://github.c... | 0 | 2020-05-23T09:47:32 | https://dev.to/saurabhbazzad/industry-desktop-app-2904 | octograd2020, java, javaswing | ## Aureate Industries Standalone Desktop Application
## Link to Code
<https://github.com/saurabhbazzad/Aureate-Industries-App>
[Note]: # (Our markdown editor supports pretty embeds. If you're sharing a GitHub repo, try this syntax: `{% github link_to_your_repo %}`)
## How I built it
I built this standalone desktop application as a factory management tool. The application is written in java and has a nice and intuitive Graphic User Interface which is written in Java Swing using the Netbeans IDE. All the data was stored in a text file instead of a database because of ease of access and readability of the text files as and when needed and due to lack of technical expertise of in-house workforce to deal with issues of managing a database on the system. Further, all due to all data being stored on the computer itself, the dependency on a stable internet connection was eliminated.
I learned Java Swing while building the project along with the Drag and Drop feature of Netbeans.
The system stores information about the various parties that are involved in business with the company. The app supports operations such as addition, deletion, and editing of these parties. The app also features a calculator to calculate the final price of the product once the price of raw materials is given.
One of the challenges in the project was to efficiently add, edit, and remove data from the text file as no database was used.
## Additional Thoughts / Feelings / Stories
It was amazing to do this project and the industry also found the project useful.
[Final Note]: # (CONGRATULATIONS!!! You are amazing!) | saurabhbazzad |
1,897,551 | Metal Profiles Ltd | Welcome to Metal Profiles Ltd! We are a family-owned business in Essex and London, specializing in... | 0 | 2024-06-23T06:05:20 | https://dev.to/metalprofilesltd/metal-profiles-ltd-ib6 | Welcome to Metal Profiles Ltd! We are a family-owned business in Essex and London, specializing in metal cladding, aluminium copings, and custom fabrications. We offer exceptional craftsmanship and personalized solutions for fascias, soffits, gutters, planters, and more. Explore our boards for inspiration and see how we can enhance your construction projects. Let's connect and create something extraordinary together!
Phone: +447566862501
Website: https://www.metal-profiles.co.uk/
Location: Highlands Farm, Southend Rd, Chelmsford, Essex, CM3 8EB, United Kingdom | metalprofilesltd | |
1,897,550 | 5 log parsing commands | Have you ever tried to find something in the server log file? While downloading and opening the file... | 0 | 2024-06-23T06:00:05 | https://dev.to/cuongnp/5-log-parsing-commands-3oc1 | linux, beginners, development, programming | Have you ever tried to find something in the server log file? While downloading and opening the file in an editor might seem straightforward, it's often time-consuming and unproductive. Instead, using command-line tools can be more efficient and effective. Here are some common commands you should try.
The practice file today is system.log
```prolog
2024-06-12 13:39:30 [INFO] Server started on port 8080
2024-06-12 13:40:12 [ERROR] Failed to connect to database
2024-06-12 13:41:05 [INFO] User 'john_doe' logged in
2024-06-12 13:42:16 [WARNING] Disk space low on /dev/sda1
2024-06-12 13:43:27 [INFO] Scheduled job 'backup' started
2024-06-12 13:44:38 [ERROR] Could not complete backup: disk full
2024-06-12 13:45:49 [INFO] User 'jane_smith' logged out
2024-06-12 13:46:50 [INFO] Server shutdown initiated
2024-06-12 13:47:51 [INFO] Server stopped
2024-06-12 13:48:52 [INFO] Server started on port 8080
2024-06-12 13:49:53 [INFO] User 'john_doe' logged in
2024-06-12 13:50:54 [ERROR] Failed to retrieve data from API
2024-06-12 13:51:55 [WARNING] High memory usage detected
2024-06-12 13:52:56 [INFO] Scheduled job 'cleanup' started
2024-06-12 13:53:57 [ERROR] Cleanup job failed: permission denied
2024-06-12 13:54:58 [INFO] User 'john_doe' logged out
2024-06-12 13:55:59 [INFO] Server shutdown initiated
2024-06-12 13:56:00 [INFO] Server stopped
2024-06-12 13:57:01 [INFO] Server started on port 8080
2024-06-12 13:58:02 [ERROR] Failed to connect to database
2024-06-12 13:59:03 [INFO] User 'jane_smith' logged in
2024-06-12 14:00:04 [WARNING] Disk space low on /dev/sda1
2024-06-12 14:01:05 [INFO] Scheduled job 'backup' started
2024-06-12 14:02:06 [ERROR] Could not complete backup: disk full
2024-06-12 14:03:07 [INFO] User 'jane_smith' logged out
2024-06-12 14:04:08 [INFO] Server shutdown initiated
2024-06-12 14:05:09 [INFO] Server stopped
2024-06-12 14:06:10 [INFO] Server started on port 8080
2024-06-12 14:07:11 [INFO] User 'john_doe' logged in
2024-06-12 14:08:12 [ERROR] Failed to retrieve data from API
2024-06-12 14:09:13 [WARNING] High memory usage detected
2024-06-12 14:10:14 [INFO] Scheduled job 'cleanup' started
2024-06-12 14:11:15 [ERROR] Cleanup job failed: permission denied
2024-06-12 14:12:16 [INFO] User 'john_doe' logged out
2024-06-12 14:13:17 [INFO] Server shutdown initiated
2024-06-12 14:14:18 [INFO] Server stopped
```
## 1. Display the Contents of the Log File
### `cat` Command
- **Purpose**: used to display the content of files.
- **Usage**: `cat filename`
- **Example**: `cat server.log`
```prolog
$ cat system.log
2024-06-12 13:39:30 [INFO] Server started on port 8080
2024-06-12 13:40:12 [ERROR] Failed to connect to database
2024-06-12 13:41:05 [INFO] User 'john_doe' logged in
2024-06-12 13:42:16 [WARNING] Disk space low on /dev/sda1
2024-06-12 13:43:27 [INFO] Scheduled job 'backup' started
2024-06-12 13:44:38 [ERROR] Could not complete backup: disk full
2024-06-12 13:45:49 [INFO] User 'jane_smith' logged out
2024-06-12 13:46:50 [INFO] Server shutdown initiated
2024-06-12 13:47:51 [INFO] Server stopped
2024-06-12 13:48:52 [INFO] Server started on port 8080
2024-06-12 13:49:53 [INFO] User 'john_doe' logged in
2024-06-12 13:50:54 [ERROR] Failed to retrieve data from API
2024-06-12 13:51:55 [WARNING] High memory usage detected
2024-06-12 13:52:56 [INFO] Scheduled job 'cleanup' started
2024-06-12 13:53:57 [ERROR] Cleanup job failed: permission denied
2024-06-12 13:54:58 [INFO] User 'john_doe' logged out
2024-06-12 13:55:59 [INFO] Server shutdown initiated
2024-06-12 13:56:00 [INFO] Server stopped
2024-06-12 13:57:01 [INFO] Server started on port 8080
2024-06-12 13:58:02 [ERROR] Failed to connect to database
2024-06-12 13:59:03 [INFO] User 'jane_smith' logged in
2024-06-12 14:00:04 [WARNING] Disk space low on /dev/sda1
2024-06-12 14:01:05 [INFO] Scheduled job 'backup' started
2024-06-12 14:02:06 [ERROR] Could not complete backup: disk full
2024-06-12 14:03:07 [INFO] User 'jane_smith' logged out
2024-06-12 14:04:08 [INFO] Server shutdown initiated
2024-06-12 14:05:09 [INFO] Server stopped
2024-06-12 14:06:10 [INFO] Server started on port 8080
2024-06-12 14:07:11 [INFO] User 'john_doe' logged in
2024-06-12 14:08:12 [ERROR] Failed to retrieve data from API
2024-06-12 14:09:13 [WARNING] High memory usage detected
2024-06-12 14:10:14 [INFO] Scheduled job 'cleanup' started
2024-06-12 14:11:15 [ERROR] Cleanup job failed: permission denied
2024-06-12 14:12:16 [INFO] User 'john_doe' logged out
2024-06-12 14:13:17 [INFO] Server shutdown initiated
2024-06-12 14:14:18 [INFO] Server stopped
```
## 2. Search for lines
### `grep`
- **Purpose**: `powerful command` for searching text using patterns, and filtering log entries based on specific criteria.
- **Usage**: `cat filename | grep “filter-condition”` or `grep condition` filename
- **Example**: `grep "ERROR" server.log`
```prolog
$ grep "ERROR" system.log
2024-06-12 13:40:12 [ERROR] Failed to connect to database
2024-06-12 13:44:38 [ERROR] Could not complete backup: disk full
2024-06-12 13:50:54 [ERROR] Failed to retrieve data from API
2024-06-12 13:53:57 [ERROR] Cleanup job failed: permission denied
2024-06-12 13:58:02 [ERROR] Failed to connect to database
2024-06-12 14:02:06 [ERROR] Could not complete backup: disk full
2024-06-12 14:08:12 [ERROR] Failed to retrieve data from API
2024-06-12 14:11:15 [ERROR] Cleanup job failed: permission denied
```
## 3. Display Lines with Customize Condition
### `awk`
- **Purpose**: Introduce `awk` as a powerful text processing tool, ideal for manipulating data and generating reports.
- **Usage**: `awk condition filename`
- **Example 1**: Display lines with timestamps between `13:50:00` and `14:00:00`:
```prolog
$ awk '/13:5[0-9]:[0-9][0-9]/ || /14:00:00/' system.log
2024-06-12 13:50:54 [ERROR] Failed to retrieve data from API
2024-06-12 13:51:55 [WARNING] High memory usage detected
2024-06-12 13:52:56 [INFO] Scheduled job 'cleanup' started
2024-06-12 13:53:57 [ERROR] Cleanup job failed: permission denied
2024-06-12 13:54:58 [INFO] User 'john_doe' logged out
2024-06-12 13:55:59 [INFO] Server shutdown initiated
2024-06-12 13:56:00 [INFO] Server stopped
2024-06-12 13:57:01 [INFO] Server started on port 8080
2024-06-12 13:58:02 [ERROR] Failed to connect to database
2024-06-12 13:59:03 [INFO] User 'jane_smith' logged in
```
- **Example 2**: Extract and print the date and time of each entry
```prolog
$ awk '{print $1, $2}' system.log
2024-06-12 13:39:30
2024-06-12 13:40:12
2024-06-12 13:41:05
2024-06-12 13:42:16
2024-06-12 13:43:27
2024-06-12 13:44:38
2024-06-12 13:45:49
2024-06-12 13:46:50
2024-06-12 13:47:51
2024-06-12 13:48:52
2024-06-12 13:49:53
2024-06-12 13:50:54
2024-06-12 13:51:55
2024-06-12 13:52:56
2024-06-12 13:53:57
2024-06-12 13:54:58
2024-06-12 13:55:59
2024-06-12 13:56:00
2024-06-12 13:57:01
2024-06-12 13:58:02
2024-06-12 13:59:03
2024-06-12 14:00:04
2024-06-12 14:01:05
2024-06-12 14:02:06
2024-06-12 14:03:07
2024-06-12 14:04:08
2024-06-12 14:05:09
2024-06-12 14:06:10
2024-06-12 14:07:11
2024-06-12 14:08:12
2024-06-12 14:09:13
2024-06-12 14:10:14
2024-06-12 14:11:15
2024-06-12 14:12:16
2024-06-12 14:13:17
2024-06-12 14:14:18
```
## 4. Sort Log Entries
### `sort`
- **Purpose**: Sort lines in text files.
- **Usage**: Sort log entries by date, time, or any other field.
- **Example**: `cat system.log | awk '{print $1, $2, $3}' | sort`
```prolog
$ cat system.log | awk '{print $1, $2, $3}' | sort
2024-06-12 13:39:30 [INFO]
2024-06-12 13:40:12 [ERROR]
2024-06-12 13:41:05 [INFO]
2024-06-12 13:42:16 [WARNING]
2024-06-12 13:43:27 [INFO]
2024-06-12 13:44:38 [ERROR]
2024-06-12 13:45:49 [INFO]
2024-06-12 13:46:50 [INFO]
2024-06-12 13:47:51 [INFO]
2024-06-12 13:48:52 [INFO]
2024-06-12 13:49:53 [INFO]
2024-06-12 13:50:54 [ERROR]
2024-06-12 13:51:55 [WARNING]
2024-06-12 13:52:56 [INFO]
2024-06-12 13:53:57 [ERROR]
2024-06-12 13:54:58 [INFO]
2024-06-12 13:55:59 [INFO]
2024-06-12 13:56:00 [INFO]
2024-06-12 13:57:01 [INFO]
2024-06-12 13:58:02 [ERROR]
2024-06-12 13:59:03 [INFO]
2024-06-12 14:00:04 [WARNING]
2024-06-12 14:01:05 [INFO]
2024-06-12 14:02:06 [ERROR]
2024-06-12 14:03:07 [INFO]
2024-06-12 14:04:08 [INFO]
2024-06-12 14:05:09 [INFO]
2024-06-12 14:06:10 [INFO]
2024-06-12 14:07:11 [INFO]
2024-06-12 14:08:12 [ERROR]
2024-06-12 14:09:13 [WARNING]
2024-06-12 14:10:14 [INFO]
2024-06-12 14:11:15 [ERROR]
2024-06-12 14:12:16 [INFO]
2024-06-12 14:13:17 [INFO]
2024-06-12 14:14:18 [INFO]
```
## 5. Unique the display result
### `uniq`
- **Purpose**: Describe how `uniq` removes or counts duplicate lines.
- **Usage**: `cat filename | uniq -c`
- **Example**: `cat server.log | grep "ERROR" | awk '{print $4}' | sort | uniq -c`
```prolog
cat system.log | grep "ERROR" | awk '{print $4}' | sort | uniq -c
2 Cleanup
2 Could
4 Failed
```
## Final thought
Analyzing information files is crucial for system administration, troubleshooting, and monitoring. Using a combination of command-line tools like `cat`, `grep`, `awk`, `sort`, and `uniq`, you can effectively manage and extract valuable insights from your log files. | cuongnp |
1,897,531 | One Byte Explainer: Caesar Cipher | This is a submission for DEV Computer Science Challenge v24.06.12: One Byte Explainer. ... | 0 | 2024-06-23T05:59:50 | https://dev.to/ryanlwh/one-byte-explainer-caesar-cipher-cg0 | devchallenge, cschallenge, computerscience, beginners | *This is a submission for [DEV Computer Science Challenge v24.06.12: One Byte Explainer](https://dev.to/challenges/cs).*
## Explainer
Caesar Cipher, or shift cipher, is an encryption technique in which each letter in the given text is replaced by a letter some fixed number of positions (e.g. 3) down the alphabet. Can you decode the following message with this method?
rqh ebwh hasodlqhu
| ryanlwh |
1,897,549 | Top Trampoline Suppliers for Your Backyard and Indoor Fun | Considering some lighter mins tasks lawn pleasurable worrying remains in? A trampoline will are... | 0 | 2024-06-23T05:56:58 | https://dev.to/skolka_ropinf_fc3942c04cb/top-trampoline-suppliers-for-your-backyard-and-indoor-fun-2pb3 | trampoline, suppliers | Considering some lighter mins tasks lawn pleasurable worrying remains in? A trampoline will are improvement appropriate your task collection! Leaping for the trampoline is probably an technique towards end up being simple is exceptional acquire work in addition to enhance out synchronization. The trampoline will practically provided with you this will quickly prominent be objective at if you are buying trampoline, the annotated adhering to:
Popular prominent of Trampolines:
Trampolines might be used with various features, including bodily fitness and health physical is genuine is genuine is task genuine. Leaping when it issues trampoline may be an method enhance therapy great is cardio is medical in addition to strengthen the physiology ladies and even guy that have the ability to become individuals quickly. Whenever leaping for the trampoline, you can easily quickly improve your security as well as security in addition to synchronization. The trampoline place deal you together with a task constant is outstanding this may be low-impact is easy on bones, causing the look our group might people of every one of years that may efficiently be generally surface different
Revolutionary Design:
The trampoline incredibly practically offer types that may be safety and safety offer pleasant this in fact is prominent. A couple of among the outright very most trampolines that will be popular you have ease of access in the direction of restricted and even trampolines being safety-net. The trampolines reach truth have safety and safety enclosures, preventing people originating from decreasing along with the trampoline. Furthermore, trampolines together with baseball hoops in addition to ladders enhance the element pleasant
Safety and safety:
Safety and safety is the problem its own very personal use producing of is devices prominent. The trampoline the recognized realities are offer ordinary towards end up being performing establish is decrease great deals of prominent in addition to accidents. It really tasks supporting security the framework trampoline preventing people originating from striking challenging, razor-sharp edges. Furthermore, protect enclose the trampoline, preventing people originating from decreasing along with the trampoline gotten in touch with floorings
Use:
Trampolines is incredibly effective for different features. The jumping trampoline use deals with a sufficient wide range of different tasks entertainment leaping, sporting activities informing, in addition to rebound treatment for genuine impairments in addition to health and wellness problem. Medical professionals suggest trampoline treatment get ready for improving electrical electric motor mix in addition to synchronization often sensory
Simple recommendations in the direction of set off essentially among the outright very most filled up together with
Before using the trampoline, it stays in improvement required towards evaluate it really is used and even problems. Constantly people which might be younger may be screen having a trampoline, producing specific additionally simply 1 private is leaping in the direction of a very long time genuine extremely accurate precise same. Instruct people never ever before in the direction of ever try any type of kind of feats ever and even dives past times their demand of ability. This might be for your floor covering if start an trampoline outdoors you will need safeguard it
Service in addition to Higher leading costs:
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Source: https://www.playgroundnu.com/Trampoline | skolka_ropinf_fc3942c04cb |
1,897,283 | How to fix a segfault in Ruby | Let's say you got a "Segmentation fault" error in Ruby [BUG] Segmentation fault at... | 0 | 2024-06-22T19:16:22 | https://dev.to/haukot/how-to-fix-a-segfault-in-ruby-3584 | ruby, gdb, opensource, rails | Let's say you got a "Segmentation fault" error in Ruby
```
[BUG] Segmentation fault at 0x0000000000000028
ruby 3.4.0preview1 (2024-05-16 master 9d69619623) [x86_64-linux-musl]
-- Machine register context ------------------------------------------------
RIP: 0x00007fefe4cd4886 RBP: 0x0000000000000001 RSP: 0x00007fefc95d3a10
RAX: 0x0000000000000001 RBX: 0x00007fefc94212e0 RCX: 0x00007fefc95d0b70
RDX: 0x0000000000000010 RDI: 0x0000000000000000 RSI: 0x00007fefc95d08f0
R8: 0x0000000000000000 R9: 0x0000000000000000 R10: 0x0000000000000000
R11: 0x0000000000000217 R12: 0x00007fefc9421340 R13: 0x00007fff5a0ec750
R14: 0x00007fefe4649b10 R15: 0x00007fefc95d3b38 EFL: 0x0000000000010202
-- Other runtime information -----------------------------------------------
...
```
0x0000000000000028 near zero points out that something is NULL, but that's not much. To get more info, you could run your program under `gdb`
```
/app # gdb -q --args ruby test.rb
(gdb)
```
Here we are in a debugger. To run your program write `run`
```
(gdb) run
Starting program: /usr/local/bin/ruby test.rb
warning: Error disabling address space randomization: Operation not permitted
[New LWP 36]
[New LWP 37]
[New LWP 38]
execution expired
Thread 4 "ruby" received signal SIGSEGV, Segmentation fault.
[Switching to LWP 38]
0x00007f0a2c33b886 in freeaddrinfo (p=0x0) at src/network/freeaddrinfo.c:10
warning: 10 src/network/freeaddrinfo.c: No such file or directory
```
Okay, we see there is something with system's `src/network/freeaddrinfo.c`.
Let's get backtrace and check variables
```
(gdb) bt
#0 0x00007f0a2c33b886 in freeaddrinfo (p=0x0) at src/network/freeaddrinfo.c:10
#1 0x00007f0a10c1e940 in do_getaddrinfo (ptr=0x7f0a10f61200) at raddrinfo.c:426
#2 0x00007f0a2c35c349 in start (p=0x7f0a10afaa88) at src/thread/pthread_create.c:207
#3 0x00007f0a2c35e95f in __clone () at src/thread/x86_64/clone.s:22
Backtrace stopped: frame did not save the PC
(gdb) info args
p = 0x0
```
Okay, now we see that the problem comes from ruby's `raddrinfo.c`, and there is argument `p` that is NULL.
We could also go up in the stack, and check variables
```
(gdb) info locals
cnt = 1
b = <optimized out>
(gdb) frame 1
#1 0x00007f1068ec6940 in do_getaddrinfo (ptr=0x7f1068cf0c40) at raddrinfo.c:426
warning: 426 raddrinfo.c: No such file or directory
(gdb) info args
ptr = 0x7f1068cf0c40
(gdb) info locals
arg = 0x7f1068cf0c40
err = <optimized out>
gai_errno = <optimized out>
need_free = 0
```
Now we're prepared to look what is happening in the code. Lets check `raddrinfo.c`, line 426
```c
// ext/socket/raddrinfo.c
...
if (arg->cancelled) {
freeaddrinfo(arg->ai);
}
...
```
Indeed `freeaddrinfo` is called.
Now could make a bug in https://bugs.ruby-lang.org/, or try to debug it by yourself.
I've tried :)
We're on Alpine, on `ruby:3.3.3-alpine`. And on different system, e.g. `ruby:3.3.3` is all okay, so it should be something with Alpine.
Some search tells us that indeed: freeaddrinfo in Alpine's musl library does not accept NULL pointer([link](https://git.musl-libc.org/cgit/musl/tree/src/network/freeaddrinfo.c)), in difference with glibc(which is used e.g. in Ubuntu)([link](https://github.com/bminor/glibc/blob/5aa2f79691ca6a40a59dfd4a2d6f7baff6917eb7/nss/getaddrinfo.c#L2619))
So let's fix it.
Firstly we need to build ruby. For convenience lets create a small Dockerfile
```
FROM alpine:3.20
WORKDIR /usr/src/app
RUN apk update && apk add autoconf gcc build-base ruby ruby-dev openssl openssl-dev yaml-dev zlib-dev yaml gdb
CMD sh
```
Clone ruby
```
$ git clone --depth 1 git@github.com:ruby/ruby.git
$ cd ruby
```
Go inside our alpine docker container
```
$ docker build -t my-ruby-develop .
$ docker run -it --rm -v $(pwd):/usr/src/app -w /usr/src/app my-ruby-develop sh
```
And build the latest ruby version - to check the bug is still present.
```
$ ./autogen.sh
$ mkdir build && cd build
$ mkdir rubies
$ ../configure --prefix="/usr/src/myapp/build/rubies/ruby-master" && make && make install
```
Now we have our latest ruby in `/usr/src/myapp/build/rubies/ruby-master` folder.
Let's check the problem is still exist
```
/app # /usr/src/app/build/rubies/ruby-master/bin/ruby test.rb
Operation timed out - user specified timeout
[BUG] Segmentation fault at 0x0000000000000028
-- Machine register context ------------------------------------------------
RIP: 0x00007f561acf6886 RBP: 0x0000000000000001 RSP: 0x00007f55ff5d2a10
RAX: 0x0000000000000001 RBX: 0x00007f55ff43ff30 RCX: 0x00007f55ff5cfb70
RDX: 0x0000000000000010 RDI: 0x0000000000000000 RSI: 0x00007f55ff5cf8f0
R8: 0x0000000000000000 R9: 0x0000000000000000 R10: 0x0000000000000000
R11: 0x0000000000000217 R12: 0x00007f55ff43ff90 R13: 0x00007f55ff236040
R14: 0x00007f55ff236b38 R15: 0x00007f55ff5d2b38 EFL: 0x0000000000010202
```
It is for sure.
Then we need to
* check in which case the problem is happening
* find if it should be changed inside Alpine or Ruby
* are there other places that could be related to the same problem
* make a reproducible example
etc etc - typical engineering work.
In our case, it should be changed inside ruby. Let's make the change
```c
// ext/socket/raddrinfo.c
...
if (arg->cancelled) {
if (arg->ai) freeaddrinfo(arg->ai);
}
...
```
Make the ruby(with `make clean` first) and try again. It works!
```
/app # make clean && ../configure --prefix="/usr/src/myapp/build/rubies/ruby-master" && make && make install
/app # /usr/src/app/build/rubies/ruby-master/bin/ruby test.rb
Good
```
Great! Now we can run the tests, for related file, and the whole set
```
$ make test-all TESTS=../test/socket/test_addrinfo.rb
$ make test-all
$ make test-spec
```
And if possible - write a test for your change(in this case it is hard to write a reliable test because of getaddrinfo internals).
Don't forget to describe a bug in ruby's bugtracker, and attach all useful info(e.g. https://bugs.ruby-lang.org/issues/20592)
And voila! You made the world a bit better https://github.com/ruby/ruby/commit/fba8aff7af450e476e97b62385427dfa51850955
### Links
* https://github.com/ruby/ruby/wiki/How-To-Contribute How to contribute
* https://github.com/ruby/ruby/wiki/Developer-How-To Developer How To
* https://github.com/ko1/rubyhackchallenge/blob/master/EN/4_bug.md How to work with bugs in ruby
* https://docs.ruby-lang.org/en/master/contributing/building_ruby_md.html How to build ruby
* https://docs.ruby-lang.org/en/master/contributing/testing_ruby_md.html How to test ruby
* https://github.com/ko1/rubyhackchallenge/blob/master/bib.md Materials on Ruby internals
| haukot |
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1,897,547 | Understanding the Complexity of Recursive Functions in Python | Introduction Recursion is a powerful technique in programming where a function calls... | 0 | 2024-06-23T05:51:07 | https://dev.to/emmanuelj/understanding-the-complexity-of-recursive-functions-in-python-198m | #### Introduction
Recursion is a powerful technique in programming where a function calls itself to solve a problem. While recursion can simplify code and solve problems elegantly, it also brings complexity, particularly in understanding its performance. This article delves into the complexity of recursive functions in Python, focusing on time and space complexities, and how to analyze them.
#### Basics of Recursion
A recursive function typically consists of two parts:
1. **Base Case**: The condition under which the recursion terminates.
2. **Recursive Case**: The part of the function that reduces the problem into smaller instances and calls itself.
Example of a simple recursive function for calculating the factorial of a number:
```python
def factorial(n):
if n == 0:
return 1
else:
return n * factorial(n - 1)
```
#### Analyzing Time Complexity
The time complexity of a recursive function depends on the number of times the function is called and the work done at each call. Let's analyze the time complexity of the factorial function:
1. **Base Case**: When `n == 0`, the function returns 1, which takes O(1) time.
2. **Recursive Case**: For `n > 0`, the function calls itself with `n - 1` and performs a multiplication operation.
The function is called `n` times before reaching the base case. Each call does a constant amount of work (O(1)). Therefore, the time complexity is:
\[ T(n) = T(n-1) + O(1) \]
Solving this recurrence relation, we get:
\[ T(n) = O(n) \]
**Example 2: Fibonacci Sequence**
Consider the recursive function for calculating the nth Fibonacci number:
```python
def fibonacci(n):
if n <= 1:
return n
else:
return fibonacci(n - 1) + fibonacci(n - 2)
```
To analyze the time complexity, we need to consider the number of calls made by the function. The recurrence relation for this function is:
\[ T(n) = T(n-1) + T(n-2) + O(1) \]
This recurrence relation results in an exponential time complexity:
\[ T(n) = O(2^n) \]
This exponential growth is because each call to `fibonacci` generates two more calls, leading to a binary tree of calls with a height of `n`.
#### Analyzing Space Complexity
Space complexity includes the space required for the recursion stack and any additional space used by the function.
1. **Factorial Function**:
- The depth of the recursion stack is `n` (since `factorial` calls itself `n` times).
- Each call uses O(1) space.
- Thus, the space complexity is O(n).
2. **Fibonacci Function**:
- The maximum depth of the recursion stack is `n` (the deepest path from the root to a leaf in the call tree).
- Thus, the space complexity is O(n).
#### Optimizing Recursive Functions
To improve the efficiency of recursive functions, we can use techniques like memoization and dynamic programming.
**Memoization Example: Fibonacci Sequence**
Memoization stores the results of expensive function calls and reuses them when the same inputs occur again.
```python
def fibonacci_memo(n, memo={}):
if n in memo:
return memo[n]
if n <= 1:
return n
memo[n] = fibonacci_memo(n - 1, memo) + fibonacci_memo(n - 2, memo)
return memo[n]
```
With memoization, the time complexity of the Fibonacci function reduces from O(2^n) to O(n) because each Fibonacci number is calculated only once and stored for future use.
**Dynamic Programming Example: Fibonacci Sequence**
Dynamic programming iteratively computes the results from the bottom up, avoiding the overhead of recursive calls.
```python
def fibonacci_dp(n):
if n <= 1:
return n
fib = [0] * (n + 1)
fib[1] = 1
for i in range(2, n + 1):
fib[i] = fib[i - 1] + fib[i - 2]
return fib[n]
```
This approach also has a time complexity of O(n) and space complexity of O(n).
#### Recurrence Relations
Understanding recurrence relations is key to analyzing recursive functions. A recurrence relation defines the time complexity of a function in terms of the time complexity of its subproblems.
**Master Theorem**
The Master Theorem provides a way to solve recurrence relations of the form:
\[ T(n) = aT\left(\frac{n}{b}\right) + f(n) \]
Where:
- \( a \) is the number of subproblems in the recursion.
- \( n/b \) is the size of each subproblem.
- \( f(n) \) is the cost outside the recursive calls, e.g., the cost to divide the problem and combine the results.
The Master Theorem states:
1. If \( f(n) = O(n^c) \) and \( a > b^c \), then \( T(n) = O(n^{\log_b{a}}) \).
2. If \( f(n) = O(n^c) \) and \( a = b^c \), then \( T(n) = O(n^c \log{n}) \).
3. If \( f(n) = O(n^c) \) and \( a < b^c \), then \( T(n) = O(n^c) \).
#### Conclusion
Understanding the complexity of recursive functions is crucial for writing efficient Python programs. By analyzing the time and space complexity, leveraging memoization, and using dynamic programming, developers can optimize recursive algorithms. Additionally, mastering recurrence relations and the Master Theorem helps in analyzing and solving complex recursive relations effectively.
#### Further Reading and Resources
- "Introduction to Algorithms" by Cormen, Leiserson, Rivest, and Stein
- "The Art of Computer Programming" by Donald E. Knuth
- Online courses on algorithm analysis and design on platforms like Coursera and edX
- Python documentation and tutorials on recursion and dynamic programming
This technical view provides a comprehensive understanding of the complexity associated with recursive functions in Python, essential for both novice and experienced developers. | emmanuelj | |
1,897,544 | AWS Firewalls 101: Stateful vs. Stateless | AWS Firewalls 101: Stateful vs. Stateless Hey there, fellow cloud enthusiast! Today, let's dive into... | 0 | 2024-06-23T05:44:30 | https://dev.to/aws-builders/aws-firewalls-101-stateful-vs-stateless-3k1h | **AWS Firewalls 101: Stateful vs. Stateless**
Hey there, fellow cloud enthusiast! Today, let's dive into the basics of stateful and stateless firewalls in AWS.
Firewalls are the unsung heroes of network security, keeping the bad stuff out while letting the good stuff in.
But did you know there are different types? Let's break it down.
**_Stateful Firewalls_**
Think of stateful firewalls as the smart gatekeepers of your network. They remember past interactions. If you let someone in, they remember and let them out too without you having to tell them again. This is super handy because you set fewer rules, and it keeps things simple.
**Why They're Awesome:**
_Connection Savvy_ - They track ongoing connections, making life easier by allowing return traffic automatically.
_Less Work_ - Fewer rules to manage means less hassle.
In AWS, **Security Groups** are your go-to stateful firewalls. It allows incoming traffic on port 80 for your web server, and the return traffic flows back out without additional configuration.

**_Stateless Firewalls_**
On the flip side, stateless firewalls are like diligent security guards checking every single packet without any memory of the past. They need explicit instructions for everything, both coming in and going out.
Why They're Cool:
_Super Fast_ - They can handle lots of traffic quickly because they don't track connections.
_Detailed Control_ - You get to set detailed rules for everything, giving you granular control.
**AWS Network ACLs (Access Control Lists)** are your typical stateless firewalls. You'll need to write specific rules for both inbound and outbound traffic, which gives you precise control but requires more setup.

In a nutshell, most AWS setups use a combination of both. Security Groups manage traffic to your instances, while Network ACLs add an extra layer of subnet-level control.
Let's have a quick demo on the next blog post about the concept of stateful and stateless firewalls. | jtorresdeguzman14 | |
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1,897,542 | Boost Your AWS Development Workflow with LocalStack! | 🔹 What is LocalStack? LocalStack is an open-source tool that allows you to test and develop your AWS... | 0 | 2024-06-23T05:42:50 | https://dev.to/devops_den/boost-your-aws-development-workflow-with-localstack-18ie | webdev, aws, devops, beginners | 🔹 What is LocalStack?
LocalStack is an open-source tool that allows you to test and develop your AWS cloud applications locally. It emulates a variety of AWS services such as Lambda, S3, DynamoDB, and many more, providing a seamless local development experience.
🔹 Why Use LocalStack?
Cost-Efficient: Save on AWS usage costs by running services locally.
Speed: Rapidly iterate and test your applications without the latency of cloud interactions.
Flexibility: Work offline and test your applications anywhere, anytime.
🔹 Key Features:
Supports over 30 AWS services
Easy integration with CI/CD pipelines
Seamless setup with Docker
Active community and frequent updates
🔹 How to Get Started:
Install Docker.
Pull the LocalStack Docker image.
Start using LocalStack to emulate AWS services.
Explore More
https://devopsden.io/article/how-to-install-aws-local-stack | devops_den |
1,897,540 | Mastering Git: Essential Commands, Workflows, and Their Uses Explained | Git is an essential tool for modern software development, providing version control that allows... | 0 | 2024-06-23T05:41:51 | https://dev.to/delia_code/mastering-git-essential-commands-workflows-and-their-uses-explained-4dg0 | github, git, gitlab, beginners | Git is an essential tool for modern software development, providing version control that allows multiple developers to work on a project simultaneously without conflicts. Whether you're a beginner or an experienced developer, understanding Git commands and workflows is crucial for efficient and effective version control. In this article, we'll explore the most important Git commands, explain their uses, introduce common Git workflows, and highlight some popular GUI tools to enhance your Git experience.
## Getting Started with Git
Before diving into the commands, ensure Git is installed on your machine. You can download it from the [official Git website](https://git-scm.com/).
### 1. **git init**
**What It Does:**
- Initializes a new Git repository in your project directory.
**How to Use:**
```sh
git init
```
**Explanation:**
This command sets up the necessary files and directories that Git needs to track changes in your project. Use it when starting a new project.
### 2. **git clone**
**What It Does:**
- Creates a copy of an existing Git repository.
**How to Use:**
```sh
git clone <repository-url>
```
**Explanation:**
This command is used to download an existing repository from a remote server (like GitHub) to your local machine.
### 3. **git status**
**What It Does:**
- Displays the state of the working directory and staging area.
**How to Use:**
```sh
git status
```
**Explanation:**
It shows which changes have been staged, which haven't, and which files aren’t being tracked by Git.
### 4. **git add**
**What It Does:**
- Adds changes in the working directory to the staging area.
**How to Use:**
```sh
git add <file-name>
# Or to add all changes
git add .
```
**Explanation:**
Use this command to prepare changes for the next commit. The files won't be included in the commit until you add them to the staging area.
### 5. **git commit**
**What It Does:**
- Records changes to the repository with a descriptive message.
**How to Use:**
```sh
git commit -m "Your commit message"
```
**Explanation:**
This command captures a snapshot of the project's currently staged changes. Always include a clear and concise commit message.
### 6. **git log**
**What It Does:**
- Shows the commit history for the repository.
**How to Use:**
```sh
git log
```
**Explanation:**
It displays a list of all the commits made to a repository in reverse chronological order.
### 7. **git branch**
**What It Does:**
- Lists, creates, or deletes branches.
**How to Use:**
```sh
# List all branches
git branch
# Create a new branch
git branch <branch-name>
# Delete a branch
git branch -d <branch-name>
```
**Explanation:**
Branches are used to develop features, fix bugs, or safely experiment with new ideas in isolation from the main codebase.
### 8. **git checkout**
**What It Does:**
- Switches to a different branch or commit.
**How to Use:**
```sh
# Switch to a branch
git checkout <branch-name>
# Create and switch to a new branch
git checkout -b <new-branch-name>
```
**Explanation:**
This command is used to navigate between branches or to restore files to a previous state.
### 9. **git merge**
**What It Does:**
- Merges changes from one branch into the current branch.
**How to Use:**
```sh
git merge <branch-name>
```
**Explanation:**
It integrates changes from the specified branch into the current branch, allowing you to combine the work of different branches.
### 10. **git pull**
**What It Does:**
- Fetches changes from a remote repository and merges them into the current branch.
**How to Use:**
```sh
git pull <remote> <branch>
```
**Explanation:**
This command updates your current branch with changes from a remote repository, combining `git fetch` and `git merge`.
### 11. **git push**
**What It Does:**
- Uploads local changes to a remote repository.
**How to Use:**
```sh
git push <remote> <branch>
```
**Explanation:**
Use this command to share your local commits with others by sending them to a remote repository.
### 12. **git remote**
**What It Does:**
- Manages the set of repositories ("remotes") whose branches you track.
**How to Use:**
```sh
# List remote repositories
git remote -v
# Add a new remote
git remote add <name> <url>
# Remove a remote
git remote remove <name>
```
**Explanation:**
This command helps you manage connections to other repositories, such as those hosted on GitHub or Bitbucket.
### 13. **git rebase**
**What It Does:**
- Reapplies commits on top of another base tip.
**How to Use:**
```sh
git rebase <base-branch>
```
**Explanation:**
Rebasing is a way to integrate changes from one branch into another. It’s an alternative to merging that results in a cleaner project history.
### 14. **git reset**
**What It Does:**
- Resets the current branch to a specific state.
**How to Use:**
```sh
# Soft reset (keeps changes in working directory)
git reset --soft <commit>
# Hard reset (discards all changes)
git reset --hard <commit>
```
**Explanation:**
This command can move the HEAD and the current branch pointer to a specified commit, optionally modifying the index and working directory to match.
### 15. **git stash**
**What It Does:**
- Temporarily stores changes you have made to your working directory.
**How to Use:**
```sh
git stash
# Apply stashed changes
git stash apply
```
**Explanation:**
Stashing lets you save your work in progress without committing it, allowing you to switch branches or perform other tasks.
## Common Git Workflows
Understanding Git workflows is essential for effective collaboration in a team setting. Here are three common Git workflows:
### 1. **Feature Branch Workflow**
**How It Works:**
- **Create a Branch**: Each new feature, bug fix, or improvement is developed in a separate branch.
```sh
git checkout -b feature-branch
```
- **Develop the Feature**: Make commits to the feature branch.
```sh
git add .
git commit -m "Add new feature"
```
- **Merge Back to Main Branch**: Once the feature is complete, merge it back into the main branch.
```sh
git checkout main
git merge feature-branch
git push origin main
```
**Benefits:**
- Isolates feature development from the main codebase.
- Allows multiple features to be developed simultaneously.
### 2. **Gitflow Workflow**
**How It Works:**
- **Master Branch**: Always contains production-ready code.
- **Develop Branch**: Integrates features for the next release.
- **Feature Branches**: Created from the develop branch for new features.
```sh
git checkout -b feature-branch develop
```
- **Release Branches**: Created from the develop branch when preparing a new release.
```sh
git checkout -b release-branch develop
```
- **Hotfix Branches**: Created from the master branch to quickly address production issues.
```sh
git checkout -b hotfix-branch master
```
**Benefits:**
- Provides a robust framework for managing releases.
- Clearly defines different stages of development.
### 3. **Forking Workflow**
**How It Works:**
- **Fork the Repository**: Each developer forks the central repository to their own remote repository.
```sh
git clone <forked-repository-url>
```
- **Work on Features**: Developers work on their forked repositories.
```sh
git checkout -b feature-branch
```
- **Pull Requests**: Changes are submitted back to the original repository via pull requests.
```sh
git push origin feature-branch
```
**Benefits:**
- Ideal for open-source projects.
- Encourages external contributions.
## Popular Git GUI Tools
For those who prefer a graphical interface, several GUI tools can make working with Git more intuitive:
### 1. **GitHub Desktop**
**What It Does:**
- Simplifies the Git workflow with a graphical interface, integrating seamlessly with GitHub repositories.
**Features:**
- Easy repository management.
- Simplified commit history viewing.
- Pull request and branch management.
**Website:** [GitHub Desktop](https://desktop.github.com/)
### 2. **Sourcetree**
**What It Does:**
- A free Git client for Windows and Mac, developed by Atlassian.
**Features:**
- Visualizes your Git repository.
- Supports Git and Mercurial repositories.
- Powerful branching, merging, and tagging features.
**Website:** [Sourcetree](https://www.sourcetreeapp.com/)
### 3. **GitKraken**
**What It Does:**
- A cross-platform Git client that offers a visually appealing interface and powerful features.
**Features:**
- Intuitive UI with drag-and-drop functionality.
- Integrates with GitHub, GitLab, Bitbucket, and Azure DevOps.
- Built-in code editor and terminal.
**Website:** [GitKraken](https://www.gitkraken.com/)
Mastering these Git commands and understanding common workflows will help you effectively manage your codebase and collaborate with other developers. Each command serves a specific purpose and, when used correctly, can greatly enhance your development workflow. Whether you’re initializing a new project, managing branches, or pushing changes to a remote repository, these commands and workflows are essential tools in your development toolkit. Happy coding! | delia_code |
1,896,870 | Setup Pi Hole within Docker on Raspberry Pi | Introduction This guide will walk you through the process of setting up Pi-hole, a... | 0 | 2024-06-23T05:35:07 | https://dev.to/manjushsh/setup-pihole-within-docker-on-raspberry-pi-1485 | ---
title: "Setup Pi Hole within Docker on Raspberry Pi"
excerpt: "Explore how to set up PiHole, the popular network-wide ad blocker, using Docker on your Raspberry Pi. This step-by-step guide covers everything from installing Docker on your Pi to configuring PiHole within a Docker container. Learn how Docker simplifies deployment and maintenance, transforming your Raspberry Pi into a powerful ad-blocking solution for your entire network."
coverImage: "https://dev-to-uploads.s3.amazonaws.com/i/a8c7m9up8jcpa2zuycnk.jpg"
date: "2024-07-08T00:00:00.000Z"
author:
name: manjushsh
picture: "https://avatars.githubusercontent.com/u/94426452"
ogImage:
url: "https://dev-to-uploads.s3.amazonaws.com/i/a8c7m9up8jcpa2zuycnk.jpg"
---
[](https://github.com/manjushsh/)
## Introduction
This guide will walk you through the process of setting up Pi-hole, a network-wide ad blocker, within a Docker container on your Raspberry Pi.
## Prerequisites
Before you begin, make sure you have the following:
- Raspberry Pi 4 with Raspbian OS installed
- Docker installed on your Raspberry Pi 4
- Static IP assigned to your Pi in router.
## Raspberry Pi and Docker Setup:
### Raspberry Pi and Micro SD
To set up my Pi Hole I used a Raspberry Pi 4 with 32 GB Micro SD. You can [enable SSH during this process if you plan to access Pi without external display](https://randomnerdtutorials.com/installing-raspbian-lite-enabling-and-connecting-with-ssh/) or enabling VNC through SSH later.

### Docker and Docker Compose 🐳
I also installed Docker on my Raspberry Pi: I didn't want to re-install everything in case something goes wrong.
Once installed, I did make sure the user pi can use it (I don't want to use sudo every time)
```bash
curl -fsSl https://get.docker.com -o get-docker.sh
sudo sh get-docker.sh
sudo usermod -aG docker pi
```
## Pi Hole Installation Steps
1. Start by creating a directory where you will store the configuration file for the Pi-Hole docker container.
```bash
sudo mkdir -p /opt/stacks/pihole
```
and use `cd` command to switch to the newly created directory.
```bash
cd /opt/stacks/pihole
```
2. Our next step is writing the “compose.yaml” file. This file is where we will define the Pi-Hole docker container and the options we want passed to the container.
```bash
sudo nano compose.yaml
```
and add following contents to it and save the file:
```yaml
version: "3"
services:
pihole:
container_name: pihole
image: pihole/pihole:latest
ports:
- "53:53/tcp"
- "53:53/udp"
- "67:67/udp"
- "80:80/tcp" # Use 8080:80/tcp if you have another service running on port 80
- "443:443/tcp"
dns:
- 127.0.0.1
- 1.1.1.1
environment:
TZ: 'Europe/London' # https://en.wikipedia.org/wiki/List_of_tz_database_time_zones
WEBPASSWORD: "YOUR_PASSWORD_HERE" # Replace this with your password. Pi-Hole will randomly generate the password if you don’t set a value.
volumes:
- './etc-pihole:/etc/pihole'
- './etc-dnsmasq.d:/etc/dnsmasq.d'
cap_add:
- NET_ADMIN
restart: unless-stopped
```
3. Use the following command to pull the image, create and run a docker container:
```bash
sudo docker compose up -d
```
4. Wait for the container to start. You can check the logs using the following command:
```bash
docker logs -f pihole
```
Or you can access the shell with:
```bash
sudo docker exec -it pihole bash
```
5. Once the container is up and running, open a web browser and navigate to `http://<your_raspberry_pi_ip_address>`.
If you don't know the IP address of your Raspberry Pi, just run
```bash
hostname -I
192.168.1.162 172.17.0.1 172.29.0.1 169.254.70.85 172.21.0.1 169.254.52.242 2a00:23c7:8e8b:1201:f35:95a7:4c14:6ed
```
So, in my case, my Raspberry's IP address is 192.168.1.162. If you have configured static IP for your Pi in router, this IP wont change even after you disconnect the Raspberry from the Internet or you restart the router. If you don't have static IP assigned, it might change if you disconnect the Raspberry from the Internet or you restart the router.
To access the Pi-hole admin interface, open a web browser and navigate to `http://<your_raspberry_pi_ip_address>/admin`.
After the setup is complete, configure your router's DNS settings to use the IP address of your Raspberry Pi as the primary DNS server.
## Usage
You can now enjoy ad-free browsing on your network! Pi-hole will block ads and trackers at the network level.
To access the Pi-hole admin interface, open a web browser and navigate to `http://<your_raspberry_pi_ip_address>/admin`.
| manjushsh | |
1,897,537 | Exploring the Benefits of Electric Scooter Motorcycles | Exploring the Benefits of Electric Scooter Motorcycles for Fun and Adventure Are you looking for a... | 0 | 2024-06-23T05:32:11 | https://dev.to/skolka_ropinf_fc3942c04cb/exploring-the-benefits-of-electric-scooter-motorcycles-178m | motorcycle, electricscooter | Exploring the Benefits of Electric Scooter Motorcycles for Fun and Adventure
Are you looking for a fun and adventurous way to explore your neighborhood? Electric scooter motorcycles might just be what you need. These innovative vehicles offer a wide range of benefits, from saving on fuel costs to reducing pollution and greenhouse gas emissions.
Top features of Electric Scooter Motorcycles
One of the primary features of electric scooter motorcycles is their environmental friendliness.
Unlike gas-powered cars, best electric bike scooter do not give off harmful toxins into the air.
This can cause them to become a selection like fantastic those who do you need to reduce their carbon footprint and do their component to guard the surroundings.
Another advantage of electric scooters may be the affordability.
These are typically quite a bit cheaper than gas-powered motorcycles, both at the purchase like initial in maintenance and fuel costs.
Additionally, electric scooters have actually a considerably longer lifespan than gas-powered ones, and that means you may well not need certainly to replace them just as much.
Innovation at its Most Readily Useful
Electric scooter motorcycles certainly are a exemplary like very good of innovation at its best.
They use advanced level technology to provide an appropriate, safe, and mode like eco-friendly of.
Numerous electric scooters have innovative features such as for instance braking like regenerative that allows the car to charge its battery while braking.
Security Features
Security is a concern like top terms of electric scooters.
Manufacturers went to lengths being great ensure these cars are because safe as you are able to.
Many electric motorcycle scooter which can be electric with features such as for example brakes that are anti-lock headlights, which could make them more noticeable to other drivers.
How exactly to Make Use Of Electric Scooter Motorcycles
Utilizing an scooter like electric is easy and simple.
You only desire to charge battery pack, which often takes hours which can be a few and then change it out on to begin riding.
Electric scooters are a definite complete lot quieter than gas-powered motorcycles, rendering them well suited for found in urban places where noise pollution is an problem.
Service and Quality
Just like any car, regular upkeep is needed to keep electric scooters in good shape like working.
Nonetheless, electric scooters require significantly less upkeep than gas-powered people.
They don't need to have oil changes or tune-ups, and their batteries are dependable and durable.
When it comes to quality, you could expect nothing but the best from electric scooters.
They truly are made with durability and durability in your head, and a lot like whole of offer warranties to cover any defects or malfunctions.
Application
Electric scooter motorcycles have a range like wide of, from commuting to operate or school to leisurely rides all over community.
The electric scooter motorcycle have been perfect for those that want an eco-friendly, affordable, and mode like low-maintenance of.
In conclusion, electric scooter motorcycles offer a great way to explore your surroundings while reducing your carbon footprint and saving on fuel costs. With their innovative technology, safety features, and ease of use, they are a great investment for anyone looking for a fun and eco-friendly mode of transportation.
Source: https://www.fuji-bike.com/application/best-electric-bike-scooter | skolka_ropinf_fc3942c04cb |
1,897,536 | Backend Developer | Laravel, PHP | Hello, I am Taofeek Adekunle offering these services: • Backend Development • REST API Development •... | 0 | 2024-06-23T05:28:37 | https://dev.to/taufiqcancode/backend-developer-laravel-php-1pom | job, laravel, php, backenddevelopment | Hello, I am Taofeek Adekunle offering these services:
• Backend Development
• REST API Development
• Open AI Integration
• E-commerce Development
• Web Application Development
EXPERIENCE:
• 5 years experience generally as a Web Developer
• 3 years experience as a Backend Developer
• Built CRMs, ERPs, Restful APIs, Custom Web Applications, Websites
SKILLS:
• Frameworks - Laravel, Gin
• Programming Languages - PHP, GoLang
• Database - MySQL, PostgreSQL
• E-commerce - Wordpress, Shopify
• Artificial Intelligence - OpenAI API
RECENT PROJECTS:
• Exams registration portal registering over 30k student
• Multi tenant results management system over 7k students
• Online learning management system
• Warehouse tool inventory system
• E-commerce systems
• Rap generating AI system
- I provide innovative ideas and solutions on improving businesses by leveraging AI and other technologies
Here is my website - https://www.taufiq.ng
GitHub - https://github.com/taufiq-cancode | taufiqcancode |
1,897,535 | Building a Web Page Summarization App with Next.js, OpenAI, LangChain, and Supabase | An app that can understand the context of any web page. In this article, we'll show you... | 0 | 2024-06-23T05:27:09 | https://dev.to/nassermaronie/building-a-web-page-summarization-app-with-nextjs-openai-langchain-and-supabase-1mic | llm, langchain, openai, supabase | ## An app that can understand the context of any web page.
In this article, we'll show you how to create a handy web app that can summarize the content of any web page. Using [Next.js](https://nextjs.org/) for a smooth and fast web experience, [LangChain](https://www.npmjs.com/package/langchain) for processing language, [OpenAI](https://openai.com/) for generating summaries, and [Supabase](https://supabase.com/) for managing and storing vector data, we'll build a powerful tool together.

### Why We're Building It
We all face information overload with so much content online. By making an app that gives quick summaries, we help people save time and stay informed. Whether you're a busy worker, a student, or just someone who wants to keep up with news and articles, this app will be a helpful tool for you.
### How it's going to be
Our app will let users enter any website URL and quickly get a brief summary of the page. This means you can understand the main points of long articles, blog posts, or research papers without reading them fully.
### Potential and Impact
This summarization app can be useful in many ways. It can help researchers skim through academic papers, keep news lovers updated, and more. Plus, developers can build on this app to create even more useful features.
---

### Next.js
Next.js is a powerful and flexible React framework developed by Vercel that enables developers to build server-side rendering (SSR) and static web applications with ease. It combines the best features of React with additional capabilities to create optimized and scalable web applications.
### OpenAI
The OpenAI module in Node.js provides a way to interact with OpenAI’s API, allowing developers to leverage powerful language models like GPT-3 and GPT-4. This module enables you to integrate advanced AI functionalities into your Node.js applications.
### LangChain.js
LangChain is a powerful framework designed for developing applications with language models. Originally developed for Python, it has since been adapted for other languages, including Node.js. Here’s an overview of LangChain in the context of Node.js:
#### What is LangChain?
LangChain is a library that simplifies the creation of applications using [large language models (LLMs)](https://www.ibm.com/topics/large-language-models). It provides tools to manage and integrate LLMs into your applications, handle chaining of calls to these models, and enable complex workflows with ease.
#### How Large Language Models (LLM) Work?
Large Language Models (LLMs) like [OpenAI’s GPT-3.5](https://openai.com/index/gpt-3-5-turbo-fine-tuning-and-api-updates/) are trained on vast amounts of text data to understand and generate human-like text. They can generate responses, translate languages, and perform many other natural language processing tasks.
### Supabase
Supabase is an open-source backend-as-a-service (BaaS) platform designed to help developers quickly build and deploy scalable applications. It offers a suite of tools and services that simplify database management, authentication, storage, and real-time capabilities, all built on top of [PostgreSQL](https://www.postgresql.org/)
---
### Prerequisites
Before we start, make sure you have the following:
- Node.js and npm installed
- A Supabase account
- An OpenAI account
---
### Step 1: Setting Up Supabase
First, we need to set up a Supabase project and create the necessary tables to store our data.
#### Create a Supabase Project
1. Go to [Supabase](https://supabase.com) and sign up for an account.
2. Create a new project and make note of your Supabase URL and API key. You'll need these later.
#### SQL Script for Supabase
Create a new SQL query in your Supabase dashboard and run the following scripts to create the required tables and functions:
First, create an extension if it doesn’t already exist for our vector store:
```sql
create extension if not exists vector;
```
Next, create a table named “documents”. This table will be used to store and embed the content of web page in vector format:
```sql
create table if not exists documents (
id bigint primary key generated always as identity,
content text,
metadata jsonb,
embedding vector(1536)
);
```
Now, we need a function to query our embedded data:
```sql
create or replace function match_documents (
query_embedding vector(1536),
match_count int default null,
filter jsonb default '{}'
) returns table (
id bigint,
content text,
metadata jsonb,
similarity float
) language plpgsql as $$
begin
return query
select
id,
content,
metadata,
1 - (documents.embedding <=> query_embedding) as similarity
from documents
where metadata @> filter
order by documents.embedding <=> query_embedding
limit match_count;
end;
$$;
```
Next, we need to set up our table for storing the web page's detail:
```sql
create table if not exists files (
id bigint primary key generated always as identity,
url text not null,
created_at timestamp with time zone default timezone('utc'::text, now()) not null
);
```
---
### Step 2: Setting Up OpenAI
#### Create OpenAI Project
- Visit the OpenAI Website: [Go to OpenAI's website](https://platform.openai.com/), sign up and create new project.
- Navigate to API: After logging in, navigate to the [API section](https://platform.openai.com/api-keys) and create new API key. This is usually accessible from the dashboard.
---
### Step 3: Setting Up Next.js
#### Create Next.js app
```bash
$ npx create-next-app summarize-page
$ cd ./summarize-page
```
Install the required dependencies:
```bash
npm install @langchain/community @langchain/core @langchain/openai @supabase/supabase-js langchain openai axios
```
Then we will install Material UI for building our interface, feel free to use other library:
```bash
npm install @mui/material @emotion/react @emotion/styled
```
---
### Step 4: OpenAI and Supabase clients
Next, we need to set up the OpenAI and Supabase clients. Create a `libs` directory in your project and add the following files.
#### `src/libs/openAI.ts`
This file will configure the OpenAI client.
```ts
import { ChatOpenAI, OpenAIEmbeddings } from "@langchain/openai";
const openAIApiKey = process.env.OPENAI_API_KEY;
if (!openAIApiKey) throw new Error('OpenAI API Key not found.')
export const llm = new ChatOpenAI({
openAIApiKey,
modelName: "gpt-3.5-turbo",
temperature: 0.9,
});
export const embeddings = new OpenAIEmbeddings(
{
openAIApiKey,
},
{ maxRetries: 0 }
);
```
- `llm`: The language model instance, which will generate our summaries.
- `embeddings`: This will create embeddings for our documents, which help in finding similar content.
#### `src/libs/supabaseClient.ts`
This file will configure the Supabase client.
```ts
import { createClient } from "@supabase/supabase-js";
const supabaseUrl = process.env.SUPABASE_URL || "";
const supabaseAnonKey = process.env.SUPABASE_ANON_KEY || "";
if (!supabaseUrl) throw new Error("Supabase URL not found.");
if (!supabaseAnonKey) throw new Error("Supabase Anon key not found.");
export const supabaseClient = createClient(supabaseUrl, supabaseAnonKey);
```
- `supabaseClient`: The Supabase client instance to interact with our Supabase database.
---
### Step 5: Creating Services for Content and Files
Create a `services` directory and add the following files to handle fetching content and managing files.
#### `src/services/content.ts`
This service will fetch the web page content and clean it by removing HTML tags, scripts, and styles.
```ts
import axios from "axios";
export async function getContent(url: string): Promise<string> {
let htmlContent: string = "";
const response = await axios.get(url as string);
htmlContent = response.data;
if (!htmlContent) return "";
// Remove unwanted elements and tags
return htmlContent
.replace(/style="[^"]*"/gi, "")
.replace(/<style[^>]*>[\s\S]*?<\/style>/gi, "")
.replace(/\s*on\w+="[^"]*"/gi, "")
.replace(
/<script(?![^>]*application\/ld\+json)[^>]*>[\s\S]*?<\/script>/gi,
""
)
.replace(/<[^>]*>/g, "")
.replace(/\s+/g, " ");
}
```
This function fetches the HTML content of a given URL and cleans it up by removing styles, scripts, and HTML tags.
#### `src/services/file.ts`
This service will save the web page content into Supabase and retrieve summaries.
```ts
import { embeddings, llm } from "@/libs/openAI";
import { supabaseClient } from "@/libs/supabaseClient";
import { SupabaseVectorStore } from "@langchain/community/vectorstores/supabase";
import { StringOutputParser } from "@langchain/core/output_parsers";
import {
ChatPromptTemplate,
HumanMessagePromptTemplate,
SystemMessagePromptTemplate,
} from "@langchain/core/prompts";
import {
RunnablePassthrough,
RunnableSequence,
} from "@langchain/core/runnables";
import { RecursiveCharacterTextSplitter } from "langchain/text_splitter";
import { formatDocumentsAsString } from "langchain/util/document";
export interface IFile {
id?: number | undefined;
url: string;
created_at?: Date | undefined;
}
export async function saveFile(url: string, content: string): Promise<IFile> {
const doc = await supabaseClient
.from("files")
.select()
.eq("url", url)
.single<IFile>();
if (!doc.error && doc.data?.id) return doc.data;
const { data, error } = await supabaseClient
.from("files")
.insert({ url })
.select()
.single<IFile>();
if (error) throw error;
const splitter = new RecursiveCharacterTextSplitter({
separators: ["\n\n", "\n", " ", ""],
});
const output = await splitter.createDocuments([content]);
const docs = output.map((d) => ({
...d,
metadata: { ...d.metadata, file_id: data.id },
}));
await SupabaseVectorStore.fromDocuments(docs, embeddings, {
client: supabaseClient,
tableName: "documents",
queryName: "match_documents",
});
return data;
}
export async function getSummarization(fileId: number): Promise<string> {
const vectorStore = await SupabaseVectorStore.fromExistingIndex(embeddings, {
client: supabaseClient,
tableName: "documents",
queryName: "match_documents",
});
const retriever = vectorStore.asRetriever({
filter: (rpc) => rpc.filter("metadata->>file_id", "eq", fileId),
k: 2,
});
const SYSTEM_TEMPLATE = `Use the following pieces of context, explain what is it about and summarize it.
If you can't explain it, just say that you don't know, don't try to make up some explanation.
----------------
{context}`;
const messages = [
SystemMessagePromptTemplate.fromTemplate(SYSTEM_TEMPLATE),
HumanMessagePromptTemplate.fromTemplate("{format_answer}"),
];
const prompt = ChatPromptTemplate.fromMessages(messages);
const chain = RunnableSequence.from([
{
context: retriever.pipe(formatDocumentsAsString),
format_answer: new RunnablePassthrough(),
},
prompt,
llm,
new StringOutputParser(),
]);
const format_summarization =
`
Give it title, subject, description, and the conclusion of the context in this format, replace the brackets with the actual content:
[Write the title here]
By: [Name of the author or owner or user or publisher or writer or reporter if possible, otherwise leave it "Not Specified"]
[Write the subject, it could be a long text, at least minimum of 300 characters]
----------------
[Write the description in here, it could be a long text, at least minimum of 1000 characters]
Conclusion:
[Write the conclusion in here, it could be a long text, at least minimum of 500 characters]
`;
const summarization = await chain.invoke(format_summarization);
return summarization;
}
```
- `saveFile`: Saves the file and its content to Supabase, splits the content into manageable chunks, and stores them in the vector store.
- `getSummarization`: Retrieves relevant documents from the vector store and generates a summary using OpenAI.
---
### Step 6: Creating an API Handler
Now, let's create an API handler to process the content and generate a summary.
#### `pages/api/content.ts`
```ts
import { getContent } from "@/services/content";
import { getSummarization, saveFile } from "@/services/file";
import { NextApiRequest, NextApiResponse } from "next";
export default async function handler(
req: NextApiRequest,
res: NextApiResponse
) {
if (req.method !== "POST")
return res.status(404).json({ message: "Not found" });
const { body } = req;
try {
const content = await getContent(body.url);
const file = await saveFile(body.url, content);
const result = await getSummarization(file.id as number);
res.status(200).json({ result });
} catch (err) {
res.status(
500).json({ error: err });
}
}
```
This API handler receives a URL, fetches the content, saves it to Supabase, and generates a summary. It handles both the `saveFile` and `getSummarization` functions from our services.
---
### Step 7: Building the Frontend
Finally, let's create the frontend in `src/pages/index.tsx` to allow users to input URLs and display the summarizations.
#### `src/pages/index.tsx`
```ts
import axios from "axios";
import { useState } from "react";
import {
Alert,
Box,
Button,
Container,
LinearProgress,
Stack,
TextField,
Typography,
} from "@mui/material";
export default function Home() {
const [loading, setLoading] = useState(false);
const [url, setUrl] = useState("");
const [result, setResult] = useState("");
const [error, setError] = useState<any>(null);
const onSubmit = async () => {
try {
setError(null);
setLoading(true);
const res = await axios.post("/api/content", { url });
setResult(res.data.result);
} catch (err) {
console.error("Failed to fetch content", err);
setError(err as any);
} finally {
setLoading(false);
}
};
return (
<Box sx={{ height: "100vh", overflowY: "auto" }}>
<Container
sx={{
backgroundColor: (theme) => theme.palette.background.default,
position: "sticky",
top: 0,
zIndex: 2,
py: 2,
}}
>
<Typography sx={{ mb: 2, fontSize: "24px" }}>
Summarize the content of any page
</Typography>
<TextField
fullWidth
label="Input page's URL"
value={url}
onChange={(e) => {
if (result) setResult("");
setUrl(e.target.value);
}}
sx={{ mb: 2 }}
/>
<Button
disabled={loading}
variant="contained"
onClick={onSubmit}
>
Summarize
</Button>
</Container>
<Container maxWidth="lg" sx={{ py: 2 }}>
{loading ? (
<LinearProgress />
) : (
<Stack sx={{ gap: 2 }}>
{result && (
<Alert>
<Typography
sx={{
whiteSpace: "pre-line",
wordBreak: "break-word",
}}
>
{result}
</Typography>
</Alert>
)}
{error && <Alert severity="error">{error.message || error}</Alert>}
</Stack>
)}
</Container>
</Box>
);
}
```
This React component allows users to input a URL, submit it, and display the generated summary. It handles loading states and error messages to provide a better user experience.
---
### Step 8: Running the Application
Create a .env file in the root of your project to store your environment variables:
```
SUPABASE_URL=your-supabase-url
SUPABASE_ANON_KEY=your-supabase-anon-key
OPENAI_API_KEY=your-openai-api-key
```
Finally, start your Next.js application:
```bash
npm run dev
```
Now, you should have a running application where you can input web page's url, and receive the page's summarized responses.
---
### Conclusion
Congratulations! You've built a fully functional web page summarization application using Next.js, OpenAI, LangChain, and Supabase. Users can input a URL, fetch the content, store it in Supabase, and generate a summary using OpenAI's capabilities. This setup provides a robust foundation for further enhancements and customization based on your needs.
Feel free to expand on this project by adding more features, improving the UI, or integrating additional APIs.
### Check the source code in this repo:
[https://github.com/firstpersoncode/summarize-page](https://github.com/firstpersoncode/summarize-page)
Happy coding! | nassermaronie |
1,897,534 | Mastering the Magic of Type Conversions in JavaScript ✅ | JavaScript, a dynamically typed language, allows variables to hold values of any type without... | 0 | 2024-06-23T05:23:43 | https://dev.to/alisamirali/mastering-the-magic-of-type-conversions-in-javascript-3h83 | javascript, frontend, webdev, programming | JavaScript, a dynamically typed language, allows variables to hold values of any type without explicit declarations.
This flexibility, while powerful, necessitates a robust system of type conversions to ensure seamless operations.
Type conversions in JavaScript can be broadly categorized into implicit (type coercion) and explicit (type casting).
Understanding how these conversions work is crucial for writing effective and bug-free code.
This article delves into the mechanisms and nuances of type conversions in JavaScript.
---
##📌 Implicit Type Conversion (Type Coercion)
Implicit type conversion, or type coercion, happens automatically when JavaScript encounters an operation involving mismatched types.
JavaScript coerces one or more operands to an appropriate type to operate. While convenient, this can sometimes lead to unexpected results.
### Examples of Implicit Type Conversion
**1. String and Number:**
```js
let result = "5" + 2;
console.log(result); // "52"
```
In the above example, the number `2` is coerced into a string, resulting in string concatenation.
**2. Boolean and Number:**
```js
let result = true + 1;
console.log(result); // 2
```
Here, `true` is coerced into the number `1`, resulting in the sum of `1 + 1`.
**3. String and Boolean:**
```js
let result = "true" == true;
console.log(result); // false
```
In this case, `"true"` (a string) is not equal to `true` (a boolean). The string does not get converted to a boolean value, hence the comparison fails.
---
##✍🏻 Rules of Implicit Type Conversion
_JavaScript follows specific rules for type coercion:_
* **String Conversion:** Used when operands are involved in string operations, like concatenation with the `+` operator.
* **Number Conversion:** Used in arithmetic operations and comparisons.
* **Boolean Conversion:** Used in logical operations and control structures (e.g., `if` conditions).
---
---
##📌 Explicit Type Conversion (Type Casting)
Explicit type conversion, or type casting, is when the programmer manually converts a value from one type to another using built-in functions.
### Methods of Explicit Type Conversion
**1. String Conversion:**
* Using `String()`
```js
let num = 10;
let str = String(num);
console.log(str); // "10"
```
* Using `toString()`
```js
let num = 10;
let str = num.toString();
console.log(str); // "10"
```
**2. Number Conversion:**
* Using `Number()`
```js
let str = "10";
let num = Number(str);
console.log(num); // 10
```
* Using `parseInt()` and `parseFloat()`
```js
let str = "10.5";
let intNum = parseInt(str);
let floatNum = parseFloat(str);
console.log(intNum); // 10
console.log(floatNum); // 10.5
```
**3. Boolean Conversion:**
* Using `Boolean()`
```js
let str = "hello";
let bool = Boolean(str);
console.log(bool); // true
```
---
## Best Practices and Common Pitfalls
### Best Practices
1. **Be Explicit:** Whenever possible, use explicit type conversion to avoid ambiguity and potential bugs.
```js
let num = "5";
let sum = Number(num) + 10; // Explicit conversion
```
2. **Validate Input:** Always validate and sanitize user inputs to ensure they are of the expected type before processing.
3. **Use `===` for Comparison:** Use the strict equality operator `===` to avoid unintended type coercion during comparisons.
```js
console.log(0 == false); // true
console.log(0 === false); // false
```
### Common Pitfalls
1. **Automatic String Conversion:** The `+` operator can lead to unexpected results if one of the operands is a string.
```js
let result = "5" + 2;
console.log(result); // "52" instead of 7
```
2. **Falsy Values:** Be cautious with values that are considered falsy (`0`, `""`, `null`, `undefined`, `NaN`, and `false`).
```js
if (0) {
console.log("This won't run");
}
```
3. **Parsing Numbers**: Using `parseInt` can lead to unexpected results if the string is not a clean representation of a number.
```js
let result = parseInt("10abc");
console.log(result); // 10
```
---
---
## Conclusion ✅
Understanding type conversions in JavaScript is essential for writing robust and predictable code.
While implicit type conversion can be convenient, it often leads to unexpected behavior.
Therefore, favor explicit type conversions and adhere to best practices to avoid common pitfalls.
By mastering these concepts, you can ensure your JavaScript code handles different data types effectively and accurately.
---
**_Happy Coding!_** 🔥
**[LinkedIn](https://www.linkedin.com/in/dev-alisamir)**, **[X (Twitter)](https://twitter.com/dev_alisamir)**, **[Telegram](https://t.me/the_developer_guide)**, **[YouTube](https://www.youtube.com/@DevGuideAcademy)**, **[Discord](https://discord.gg/s37uutmxT2)**, **[Facebook](https://www.facebook.com/alisamir.dev)**, **[Instagram](https://www.instagram.com/alisamir.dev)** | alisamirali |
1,897,533 | Mastering Config-Driven UI: A Beginner's Guide to Flexible and Scalable Interfaces | Introduction In the world of front-end development, creating user interfaces (UI) that are... | 0 | 2024-06-23T05:22:16 | https://dev.to/lovishduggal/mastering-config-driven-ui-a-beginners-guide-to-flexible-and-scalable-interfaces-3l91 | webdev, javascript, beginners, react | ## Introduction
In the world of front-end development, creating user interfaces (UI) that are flexible, maintainable, and scalable is crucial. One approach that helps achieve these goals is the concept of a config-driven UI. This blog will introduce you to config-driven UI, explain its benefits, and provide simple examples to help you understand how it works.
## What is Config-Driven UI?
Config-driven UI is a design pattern where the structure and behaviour of the user interface are defined using configuration files rather than hard-coded in the application. These configuration files are typically in formats like JSON or YAML. By separating the UI logic from the code, developers can easily modify the UI without changing the underlying codebase.
In traditional UI development, changes to the interface require modifying the code directly. However, with config-driven UI, you can update the configuration files, and the UI will automatically adjust based on the new settings. This approach not only streamlines the development process but also makes the UI more adaptable to different requirements.
## Benefits of Config-Driven UI
**Flexibility and Scalability**
One of the primary advantages of config-driven UI is its flexibility. Since the UI is driven by configuration files, it's easier to make changes without altering the underlying code. This makes the UI highly scalable, allowing developers to add new features or modify existing ones with minimal effort.
**Easier Maintenance and Updates**
Config-driven UI simplifies the maintenance process. Instead of digging through the code to find the elements that need updating, developers can make changes directly in the configuration files. This reduces the risk of introducing bugs and speeds up the update process.
**Example: Changing the Theme**
Imagine you want to change the theme of your application. In a traditional setup, this would involve updating multiple CSS files and possibly some JavaScript code. With config-driven UI, you can define the theme settings in a configuration file. For instance, a JSON file might look like this:
```json
{
"theme": {
"primaryColor": "#4CAF50",
"secondaryColor": "#FF5722",
"fontFamily": "Arial, sans-serif"
}
}
```
By updating the configuration file, the entire application can switch to the new theme without any code changes.
## How Config-Driven UI Works
Config-driven UI uses configuration files to control how the UI looks and works. These files can be in formats like JSON or YAML. The configuration file usually contains information about components, their properties, and how they should be arranged on the screen.
**Example: Configuring a Form**
Let's consider an example of configuring a form using JSON. The configuration file might define the form fields, their types, and validation rules:
```json
{
"form": {
"fields": [
{
"label": "Name",
"type": "text",
"required": true
},
{
"label": "Email",
"type": "email",
"required": true
},
{
"label": "Age",
"type": "number",
"required": false
}
]
}
}
```
This JSON configuration can then be used to render the form dynamically in the UI.
## Implementing Config-Driven UI in React
Now, let's see how to implement a config-driven UI in a React application. We'll start by setting up a basic React project, creating a configuration file, and using it to render components.
### Setting Up a Basic React Project
First, create a new React project using Create React App:
```bash
npx create-react-app config-driven-ui
cd config-driven-ui
```
**Creating a Configuration File**
Next, create a configuration file (e.g., `config.json`) in the `public` directory:
```json
{
"form": {
"fields": [
{
"label": "Name",
"type": "text",
"required": true
},
{
"label": "Email",
"type": "email",
"required": true
},
{
"label": "Age",
"type": "number",
"required": false
}
]
}
}
```
**Using the Configuration File to Render Components**
Now, let's modify the React application to render the form based on the configuration file. First, create a component `FormRenderer.js`:
```javascript
import React, { useEffect, useState } from 'react';
const FormRenderer = () => {
const [config, setConfig] = useState(null);
useEffect(() => {
fetch('/config.json')
.then(response => response.json())
.then(data => setConfig(data));
}, []);
if (!config) {
return <div>Loading...</div>;
}
return (
<form>
{config.form.fields.map((field, index) => (
<div key={index}>
<label>{field.label}</label>
<input type={field.type} required={field.required} />
</div>
))}
</form>
);
};
export default FormRenderer;
```
Finally, use the `FormRenderer` component in `App.js`:
```javascript
import React from 'react';
import FormRenderer from './FormRenderer';
function App() {
return (
<div className="App">
<h1>Config-Driven Form</h1>
<FormRenderer />
</div>
);
}
export default App;
```
This setup fetches the configuration file, reads the form settings, and dynamically renders the form based on the configuration.
{% embed https://codesandbox.io/p/devbox/config-driven-7hv8p7?embed=1&file=%2Fpublic%2Fconfig.json %}
## What we achieved so far by using Config-Driven UI in React
* Ease of Updates: Non-developers, such as designers or product managers, can update the UI by modifying the configuration files without touching the code.
* Dynamic UI: You can create dynamic and customizable UIs that adapt based on the configuration.
* Reduced Code Duplication: Common UI patterns can be defined once in the configuration and reused across different parts of the application.
## Challenges and Considerations
While config-driven UI offers numerous benefits, it also comes with some challenges. Performance can be a concern if the configuration files are large or complex. Additionally, ensuring the security of the configuration files is crucial to prevent unauthorized changes.
## Conclusion
Config-driven UI is a powerful pattern that can help you build flexible, maintainable, and scalable user interfaces. By separating the UI logic from the code, you can make updates quickly and ensure consistency across your application. Whether you are building simple forms or complex UI, config-driven UI can simplify your development process and improve the overall quality of your application.
Remember, the key to mastering config-driven UI is to start small and gradually incorporate it into your projects. As you become more comfortable with this pattern, you'll find it easier to manage and scale your applications. You can now research more about it online. If you'd like, you can connect with me on [**Twitter**](https://twitter.com/lovishdtwts). Happy coding!
Thank you for Reading :) | lovishduggal |
1,897,532 | Solar-Powered Security: The Future of Surveillance Trailers | What exactly is Solar-Powered Security Solar-powered protection is a variety of surveillance trailer... | 0 | 2024-06-23T05:12:57 | https://dev.to/homans_eopind_b62b995dbb6/solar-powered-security-the-future-of-surveillance-trailers-364k | solar, surveillancetrailer | What exactly is Solar-Powered Security
Solar-powered protection is a variety of surveillance trailer that uses energy that is solar power cameras lights and other security features
Designed to provide protection that is maximum remote locations without relying on external power sources or electricity grid
The solar surveillance trailer uses energy through the sun to keep watch over things
Has cameras and lights to help keep things safe
Works even in places where there's no charged power or electricity available
Advantages of Solar-Powered Security
Solar-powered security trailers have numerous advantages over traditional security systems including:
Better than regular safety systems because they can go anywhere without needing a charged power socket
Use energy through the sun which is free so they really're cheap to run
Innovations
The innovation of solar-powered security trailer has revolutionized the global globe of security surveillance
The surveillance trailer is equipped with advanced technology that enhances their effectiveness and performance
New and distinctive from regular security systems
Utilize the latest services and products technology to exert effort better and keep things safer
Just how to make use
Using a solar-powered security trailer is not hard and simple
Park the trailer in an area that is strategic it could provide maximum surveillance coverage
Switch on the cameras alarms and other protection features
Using a protection is not hard
You just park it in an area that is good turn on the cameras and alarms
Quality and Service
Made with high-quality materials and come with excellent customer care and service
Maintenance and service need to regularly be provided to make sure that the trailer is working correctly
Made utilizing the solar surveillance tower that is best and come with excellent consumer help
You need to keep the trailer working well by checking it usually
Source: https://www.univtower.com/application/solar-surveillance-tower | homans_eopind_b62b995dbb6 |
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| wiganutgh | |
1,897,528 | Hi! | Hello Community, this a welcome post to you all. I wish to be part of the amazing journey of building... | 0 | 2024-06-23T04:59:36 | https://dev.to/manav_devops/hi-328e | Hello Community, this a welcome post to you all. I wish to be part of the amazing journey of building up a Community that helps each other.
Feel free to connect with me! I would love to exchange ideas between us and others.
Hope you have a great day! | manav_devops | |
1,897,527 | Exploring CRUD: What It Is and How It Works | In the realm of technology, particularly in software development and database management, the term... | 0 | 2024-06-23T04:46:35 | https://raajaryan.tech/exploring-crud-what-it-is-and-how-it-works | javascript, beginners, tutorial, 100daysofcode | [](https://buymeacoffee.com/dk119819)
In the realm of technology, particularly in software development and database management, the term "CRUD" is fundamental. It stands for **Create, Read, Update, and Delete**. These four basic operations are essential for interacting with databases and are ubiquitous across various applications and systems. In this article, we will explore what CRUD means, its importance, and how it is implemented across different platforms and technologies.
## What is CRUD?
CRUD is an acronym representing the four primary operations required to manage persistent storage. These operations are essential for the functionality of any database-driven application. Let’s break down each component:
1. **Create**: This operation involves adding new records or data to a database. For example, when a user registers on a website, their information is created and stored in the database.
2. **Read**: Also known as Retrieve, this operation involves fetching or viewing existing records from a database. For instance, when a user logs into a system and their profile information is displayed, the system reads this data from the database.
3. **Update**: This operation is about modifying existing records in the database. An example would be a user updating their profile information, such as changing their email address.
4. **Delete**: This operation involves removing records from the database. For example, if a user decides to delete their account, this operation will remove their information from the database.
These operations are crucial for maintaining the integrity and functionality of any system that relies on data storage and management.
## Importance of CRUD
CRUD operations are the backbone of any database system. Here’s why they are so important:
- **Data Management**: CRUD operations allow for efficient management of data, ensuring that information can be easily created, accessed, modified, and deleted.
- **User Interaction**: Most user interfaces are designed around CRUD operations. For example, a blog application would allow users to create posts, read posts, update posts, and delete posts.
- **Data Integrity**: By using CRUD operations, developers can ensure that the data in the database remains consistent and accurate. Proper implementation of these operations helps prevent data corruption and ensures that users can interact with the application as expected.
- **Scalability and Maintainability**: Properly implemented CRUD operations make the system scalable and easier to maintain. As the application grows, developers can manage the increasing volume of data without compromising performance or integrity.
## CRUD in Web Development
In web development, CRUD operations are typically associated with RESTful APIs and web services. Let's explore how CRUD is implemented in this context:
### RESTful APIs
REST (Representational State Transfer) is an architectural style that uses standard HTTP methods to perform CRUD operations. Each HTTP method corresponds to a CRUD operation:
- **POST**: Used to create a new resource. For example, sending a POST request to `/users` with user details in the body would create a new user.
- **GET**: Used to read or retrieve a resource. For example, sending a GET request to `/users/1` would retrieve the details of the user with ID 1.
- **PUT**: Used to update an existing resource. For example, sending a PUT request to `/users/1` with updated user details in the body would update the user with ID 1.
- **DELETE**: Used to delete a resource. For example, sending a DELETE request to `/users/1` would delete the user with ID 1.
### Example with Node.js and Express
Here’s a simple example of how CRUD operations can be implemented in a Node.js application using the Express framework:
```javascript
const express = require('express');
const app = express();
app.use(express.json());
let users = [];
// Create
app.post('/users', (req, res) => {
const user = req.body;
users.push(user);
res.status(201).send('User created');
});
// Read
app.get('/users', (req, res) => {
res.json(users);
});
// Update
app.put('/users/:id', (req, res) => {
const id = parseInt(req.params.id);
const updatedUser = req.body;
users = users.map(user => user.id === id ? updatedUser : user);
res.send('User updated');
});
// Delete
app.delete('/users/:id', (req, res) => {
const id = parseInt(req.params.id);
users = users.filter(user => user.id !== id);
res.send('User deleted');
});
app.listen(3000, () => console.log('Server running on port 3000'));
```
In this example, we define routes for each CRUD operation and implement the corresponding logic to handle user data.
## CRUD in Database Management
CRUD operations are not limited to web development; they are also fundamental to database management. Most relational databases use SQL (Structured Query Language) to perform CRUD operations. Here’s how each CRUD operation translates to SQL:
- **Create**: `INSERT INTO users (name, email) VALUES ('John Doe', 'john@example.com');`
- **Read**: `SELECT * FROM users WHERE id = 1;`
- **Update**: `UPDATE users SET email = 'john.new@example.com' WHERE id = 1;`
- **Delete**: `DELETE FROM users WHERE id = 1;`
### Example with MySQL
Here’s how you can implement CRUD operations using MySQL:
1. **Create**:
```sql
INSERT INTO users (name, email) VALUES ('John Doe', 'john@example.com');
```
2. **Read**:
```sql
SELECT * FROM users WHERE id = 1;
```
3. **Update**:
```sql
UPDATE users SET email = 'john.new@example.com' WHERE id = 1;
```
4. **Delete**:
```sql
DELETE FROM users WHERE id = 1;
```
These operations are executed using SQL queries and are essential for managing data within a relational database.
## CRUD in NoSQL Databases
While CRUD operations are straightforward in relational databases, they are also applicable to NoSQL databases, though the implementation may differ due to the schema-less nature of NoSQL databases.
### Example with MongoDB
MongoDB is a popular NoSQL database that uses a document-oriented model. Here’s how CRUD operations can be implemented in MongoDB:
1. **Create**:
```javascript
db.users.insertOne({ name: "John Doe", email: "john@example.com" });
```
2. **Read**:
```javascript
db.users.findOne({ _id: ObjectId("60c72b2f9b1d8f1d4c8b4567") });
```
3. **Update**:
```javascript
db.users.updateOne({ _id: ObjectId("60c72b2f9b1d8f1d4c8b4567") }, { $set: { email: "john.new@example.com" } });
```
4. **Delete**:
```javascript
db.users.deleteOne({ _id: ObjectId("60c72b2f9b1d8f1d4c8b4567") });
```
These operations use MongoDB's query language to manage documents within a collection.
## CRUD in Frontend Development
While CRUD operations are often associated with backend development, they are also relevant in frontend development. Modern frontend frameworks and libraries like React, Angular, and Vue.js often involve CRUD operations to manage application state and interact with APIs.
### Example with React
Here’s a simple example of how CRUD operations can be implemented in a React application:
```javascript
import React, { useState, useEffect } from 'react';
const App = () => {
const [users, setUsers] = useState([]);
const [newUser, setNewUser] = useState('');
useEffect(() => {
// Read
fetch('/api/users')
.then(response => response.json())
.then(data => setUsers(data));
}, []);
const createUser = () => {
// Create
fetch('/api/users', {
method: 'POST',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ name: newUser })
})
.then(() => setNewUser(''))
.then(() => fetch('/api/users').then(response => response.json()).then(data => setUsers(data)));
};
const updateUser = (id, newName) => {
// Update
fetch(`/api/users/${id}`, {
method: 'PUT',
headers: { 'Content-Type': 'application/json' },
body: JSON.stringify({ name: newName })
})
.then(() => fetch('/api/users').then(response => response.json()).then(data => setUsers(data)));
};
const deleteUser = id => {
// Delete
fetch(`/api/users/${id}`, { method: 'DELETE' })
.then(() => fetch('/api/users').then(response => response.json()).then(data => setUsers(data)));
};
return (
<div>
<h1>Users</h1>
<ul>
{users.map(user => (
<li key={user.id}>
{user.name}
<button onClick={() => updateUser(user.id, prompt('New name:', user.name))}>Update</button>
<button onClick={() => deleteUser(user.id)}>Delete</button>
</li>
))}
</ul>
<input value={newUser} onChange={e => setNewUser(e.target.value)} />
<button onClick={createUser}>Add User</button>
</div>
);
};
export default App;
```
In this example, CRUD operations are used to manage user data within a React application, demonstrating how these operations are fundamental across various layers of
an application.
## CRUD in Mobile Development
Mobile development also heavily relies on CRUD operations, whether you're developing for Android, iOS, or using cross-platform frameworks like Flutter or React Native. Data management, synchronization with remote servers, and local storage all require CRUD operations.
### Example with Android (Java)
Here’s an example of implementing CRUD operations in an Android app using SQLite:
1. **Database Helper Class**:
```java
public class DBHelper extends SQLiteOpenHelper {
private static final String DATABASE_NAME = "users.db";
private static final int DATABASE_VERSION = 1;
private static final String TABLE_NAME = "users";
private static final String COLUMN_ID = "id";
private static final String COLUMN_NAME = "name";
private static final String COLUMN_EMAIL = "email";
public DBHelper(Context context) {
super(context, DATABASE_NAME, null, DATABASE_VERSION);
}
@Override
public void onCreate(SQLiteDatabase db) {
String createTable = "CREATE TABLE " + TABLE_NAME + " (" +
COLUMN_ID + " INTEGER PRIMARY KEY AUTOINCREMENT, " +
COLUMN_NAME + " TEXT, " +
COLUMN_EMAIL + " TEXT)";
db.execSQL(createTable);
}
@Override
public void onUpgrade(SQLiteDatabase db, int oldVersion, int newVersion) {
db.execSQL("DROP TABLE IF EXISTS " + TABLE_NAME);
onCreate(db);
}
// Create
public boolean insertUser(String name, String email) {
SQLiteDatabase db = this.getWritableDatabase();
ContentValues contentValues = new ContentValues();
contentValues.put(COLUMN_NAME, name);
contentValues.put(COLUMN_EMAIL, email);
long result = db.insert(TABLE_NAME, null, contentValues);
return result != -1;
}
// Read
public Cursor getUser(int id) {
SQLiteDatabase db = this.getReadableDatabase();
return db.query(TABLE_NAME, null, COLUMN_ID + "=?", new String[]{String.valueOf(id)}, null, null, null);
}
// Update
public boolean updateUser(int id, String name, String email) {
SQLiteDatabase db = this.getWritableDatabase();
ContentValues contentValues = new ContentValues();
contentValues.put(COLUMN_NAME, name);
contentValues.put(COLUMN_EMAIL, email);
int result = db.update(TABLE_NAME, contentValues, COLUMN_ID + "=?", new String[]{String.valueOf(id)});
return result > 0;
}
// Delete
public boolean deleteUser(int id) {
SQLiteDatabase db = this.getWritableDatabase();
int result = db.delete(TABLE_NAME, COLUMN_ID + "=?", new String[]{String.valueOf(id)});
return result > 0;
}
}
```
2. **Using the DBHelper in an Activity**:
```java
public class MainActivity extends AppCompatActivity {
DBHelper dbHelper;
EditText editName, editEmail;
Button btnAdd, btnView, btnUpdate, btnDelete;
TextView textView;
@Override
protected void onCreate(Bundle savedInstanceState) {
super.onCreate(savedInstanceState);
setContentView(R.layout.activity_main);
dbHelper = new DBHelper(this);
editName = findViewById(R.id.editName);
editEmail = findViewById(R.id.editEmail);
btnAdd = findViewById(R.id.btnAdd);
btnView = findViewById(R.id.btnView);
btnUpdate = findViewById(R.id.btnUpdate);
btnDelete = findViewById(R.id.btnDelete);
textView = findViewById(R.id.textView);
// Add User
btnAdd.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View view) {
String name = editName.getText().toString();
String email = editEmail.getText().toString();
boolean inserted = dbHelper.insertUser(name, email);
if (inserted) {
Toast.makeText(MainActivity.this, "User Added", Toast.LENGTH_SHORT).show();
} else {
Toast.makeText(MainActivity.this, "Insertion Failed", Toast.LENGTH_SHORT).show();
}
}
});
// View User
btnView.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View view) {
int id = Integer.parseInt(editName.getText().toString()); // For simplicity, using name input for ID
Cursor cursor = dbHelper.getUser(id);
if (cursor.moveToFirst()) {
textView.setText("ID: " + cursor.getInt(cursor.getColumnIndexOrThrow("id")) +
"\nName: " + cursor.getString(cursor.getColumnIndexOrThrow("name")) +
"\nEmail: " + cursor.getString(cursor.getColumnIndexOrThrow("email")));
} else {
Toast.makeText(MainActivity.this, "User Not Found", Toast.LENGTH_SHORT).show();
}
}
});
// Update User
btnUpdate.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View view) {
int id = Integer.parseInt(editName.getText().toString()); // For simplicity, using name input for ID
String newName = editEmail.getText().toString();
String newEmail = "newemail@example.com"; // Dummy new email for update
boolean updated = dbHelper.updateUser(id, newName, newEmail);
if (updated) {
Toast.makeText(MainActivity.this, "User Updated", Toast.LENGTH_SHORT).show();
} else {
Toast.makeText(MainActivity.this, "Update Failed", Toast.LENGTH_SHORT).show();
}
}
});
// Delete User
btnDelete.setOnClickListener(new View.OnClickListener() {
@Override
public void onClick(View view) {
int id = Integer.parseInt(editName.getText().toString()); // For simplicity, using name input for ID
boolean deleted = dbHelper.deleteUser(id);
if (deleted) {
Toast.makeText(MainActivity.this, "User Deleted", Toast.LENGTH_SHORT).show();
} else {
Toast.makeText(MainActivity.this, "Deletion Failed", Toast.LENGTH_SHORT).show();
}
}
});
}
}
```
### Example with Flutter
Here’s an example of how CRUD operations can be implemented in a Flutter app using the `sqflite` package for SQLite:
1. **Setup Database Helper**:
```dart
import 'package:sqflite/sqflite.dart';
import 'package:path/path.dart';
class DatabaseHelper {
static final _databaseName = "users.db";
static final _databaseVersion = 1;
static final table = 'users';
static final columnId = 'id';
static final columnName = 'name';
static final columnEmail = 'email';
DatabaseHelper._privateConstructor();
static final DatabaseHelper instance = DatabaseHelper._privateConstructor();
static Database? _database;
Future<Database?> get database async {
if (_database != null) return _database;
_database = await _initDatabase();
return _database;
}
_initDatabase() async {
String path = join(await getDatabasesPath(), _databaseName);
return await openDatabase(path,
version: _databaseVersion, onCreate: _onCreate);
}
Future _onCreate(Database db, int version) async {
await db.execute('''
CREATE TABLE $table (
$columnId INTEGER PRIMARY KEY AUTOINCREMENT,
$columnName TEXT NOT NULL,
$columnEmail TEXT NOT NULL
)
''');
}
// Create
Future<int> insert(Map<String, dynamic> row) async {
Database? db = await instance.database;
return await db!.insert(table, row);
}
// Read
Future<List<Map<String, dynamic>>> queryAllRows() async {
Database? db = await instance.database;
return await db!.query(table);
}
// Update
Future<int> update(Map<String, dynamic> row) async {
Database? db = await instance.database;
int id = row[columnId];
return await db!.update(table, row, where: '$columnId = ?', whereArgs: [id]);
}
// Delete
Future<int> delete(int id) async {
Database? db = await instance.database;
return await db!.delete(table, where: '$columnId = ?', whereArgs: [id]);
}
}
```
2. **Using Database Helper in Flutter Widget**:
```dart
import 'package:flutter/material.dart';
import 'database_helper.dart';
void main() => runApp(MyApp());
class MyApp extends StatelessWidget {
@override
Widget build(BuildContext context) {
return MaterialApp(
home: UserPage(),
);
}
}
class UserPage extends StatefulWidget {
@override
_UserPageState createState() => _UserPageState();
}
class _UserPageState extends State<UserPage> {
final dbHelper = DatabaseHelper.instance;
final nameController = TextEditingController();
final emailController = TextEditingController();
void _insert() async {
Map<String, dynamic> row = {
DatabaseHelper.columnName: nameController.text,
DatabaseHelper.columnEmail: emailController.text,
};
final id = await dbHelper.insert(row);
print('Inserted row id: $id');
_queryAll();
}
void _queryAll() async {
final allRows = await dbHelper.queryAllRows();
print('Query all rows:');
allRows.forEach(print);
}
void _update() async {
Map<String, dynamic> row = {
DatabaseHelper.columnId: 1,
DatabaseHelper.columnName: 'New Name',
DatabaseHelper.columnEmail: 'newemail@example.com',
};
final rowsAffected = await dbHelper.update(row);
print('Updated $rowsAffected row(s)');
_queryAll();
}
void _delete() async {
final id = await dbHelper.delete(1);
print('Deleted $id row(s)');
_queryAll();
}
@override
Widget build(BuildContext context) {
return Scaffold(
appBar: AppBar(
title: Text('CRUD Operations'),
),
body: Padding(
padding: const EdgeInsets.all(16.0),
child: Column(
children: <Widget>[
TextField(
controller: nameController,
decoration: InputDecoration(labelText: 'Name'),
),
TextField(
controller: emailController,
decoration: InputDecoration(labelText: 'Email'),
),
Row(
children: <Widget>[
ElevatedButton(
onPressed: _insert,
child: Text('Insert'),
),
SizedBox(width: 8),
ElevatedButton(
onPressed: _update,
child: Text('Update'),
),
SizedBox(width: 8),
ElevatedButton(
onPressed: _delete,
child: Text('Delete'),
),
],
),
ElevatedButton(
onPressed: _queryAll,
child: Text('Query'),
),
],
),
),
);
}
}
```
## Conclusion
CRUD operations are fundamental to the development and management of data-driven applications. Whether working on web, mobile, or desktop applications, these operations form the backbone of data interaction, ensuring that applications can effectively manage and manipulate data. From RESTful APIs in web development to SQLite in mobile apps, understanding and implementing CRUD operations is essential for developers to create robust, scalable, and maintainable software solutions.
By mastering CRUD operations, developers can ensure that their applications are capable of handling user data efficiently, maintaining data integrity, and providing a seamless user experience. As technology continues to evolve, the principles of CRUD will remain a cornerstone of data management in software development.
## 💰 You can help me by Donating
[](https://buymeacoffee.com/dk119819)
| raajaryan |
1,897,526 | My Pen on CodePen | Check out this Pen I made! | 0 | 2024-06-23T04:34:32 | https://dev.to/amith_thapaamith_98946/my-pen-on-codepen-4bhi | codepen | Check out this Pen I made!
{% codepen https://codepen.io/Amith-Thapa-Amith/pen/yLWjVzO %} | amith_thapaamith_98946 |
1,897,525 | repeat_interleave() in PyTorch | *My post explains tile(). repeat_interleave() can get the 1D tensor of immediately repeated zero or... | 0 | 2024-06-23T04:29:04 | https://dev.to/hyperkai/repeatinterleave-in-pytorch-201n | pytorch, repeat, interleave, function | *[My post](https://dev.to/hyperkai/tile-in-pytorch-3dna) explains [tile()](https://pytorch.org/docs/stable/generated/torch.tile.html).
[repeat_interleave()](https://pytorch.org/docs/stable/generated/torch.repeat_interleave.html) can get the 1D tensor of immediately repeated zero or more elements from the 0D or more D tensor of zero or more elements as shown below:
*Memos:
- `repeat_interleave()` can be used with [torch](https://pytorch.org/docs/stable/torch.html) or a tensor.
- The 1st argument with `torch` or using a tensor is `input`(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- The 2nd argument with `torch` or the 1st argument with a tensor is `repeats`(Required-Type:`int` or `tensor` of `int`). *`repeat_interleave()` without `repeats` argument and `input` keyword works.
- The 3rd argument with `torch` or the 2nd argument with a tensor is `dim`(Optional-Type:`int`).
- There is `output_size` argument with `torch` or a tensor(Optional-Type:`int`):
*Memos:
- Total output size for the given axis (e.g. sum of repeats). If given, it will avoid stream synchronization needed to calculate output shape of the tensor.
- `output_size=` must be used.
```python
import torch
my_tensor = torch.tensor([3, 5, 1])
torch.repeat_interleave(input=my_tensor, repeats=0)
torch.repeat_interleave(input=my_tensor, repeats=0, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=0, dim=-1)
my_tensor.repeat_interleave(0)
# tensor([], dtype=torch.int64)
torch.repeat_interleave(input=my_tensor, repeats=1)
torch.repeat_interleave(input=my_tensor, repeats=1, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=1, dim=-1)
# tensor([3, 5, 1])
torch.repeat_interleave(input=my_tensor, repeats=2)
torch.repeat_interleave(input=my_tensor, repeats=2, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=2, dim=-1)
# tensor([3, 3, 5, 5, 1, 1])
torch.repeat_interleave(input=my_tensor, repeats=3)
torch.repeat_interleave(input=my_tensor, repeats=3, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=3, dim=-1)
# tensor([3, 3, 3, 5, 5, 5, 1, 1, 1])
etc.
torch.repeat_interleave(input=my_tensor,
repeats=torch.tensor([2, 1, 4]))
torch.repeat_interleave(input=my_tensor,
repeats=torch.tensor([2, 1, 4]), dim=0)
torch.repeat_interleave(input=my_tensor,
repeats=torch.tensor([2, 1, 4]), dim=-1)
# tensor([3, 3, 5, 1, 1, 1, 1])
torch.repeat_interleave(input=my_tensor, repeats=torch.tensor(2))
torch.repeat_interleave(input=my_tensor, repeats=torch.tensor(2), dim=0)
torch.repeat_interleave(input=my_tensor, repeats=torch.tensor(2), dim=-1)
torch.repeat_interleave(input=my_tensor, repeats=torch.tensor([2]))
torch.repeat_interleave(input=my_tensor, repeats=torch.tensor([2]), dim=0)
torch.repeat_interleave(input=my_tensor, repeats=torch.tensor([2]), dim=-1)
# tensor([3, 3, 5, 5, 1, 1])
torch.repeat_interleave(input=my_tensor, repeats=3, dim=0, output_size=9)
# tensor([3, 3, 3, 5, 5, 5, 1, 1, 1])
torch.repeat_interleave(my_tensor)
# tensor([0, 0, 0, 1, 1, 1, 1, 1, 2])
my_tensor = torch.tensor([3., 5., 1.])
torch.repeat_interleave(input=my_tensor, repeats=2)
# tensor([3., 3., 5., 5., 1., 1.])
my_tensor = torch.tensor([3.+0.j, 5.+0.j, 1.+0.j])
torch.repeat_interleave(input=my_tensor, repeats=2)
# tensor([3.+0.j, 3.+0.j, 5.+0.j, 5.+0.j, 1.+0.j, 1.+0.j])
my_tensor = torch.tensor([True, False, True])
torch.repeat_interleave(input=my_tensor, repeats=2)
# tensor([True, True, False, False, True, True])
my_tensor = torch.tensor([[3, 5, 1], [6, 0, 5]])
torch.repeat_interleave(input=my_tensor, repeats=0)
# tensor([], dtype=torch.int64)
torch.repeat_interleave(input=my_tensor, repeats=0, dim=1)
torch.repeat_interleave(input=my_tensor, repeats=0, dim=-1)
# tensor([], size=(2, 0), dtype=torch.int64)
torch.repeat_interleave(input=my_tensor, repeats=0, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=0, dim=-2)
# tensor([], size=(0, 3), dtype=torch.int64)
torch.repeat_interleave(input=my_tensor, repeats=1)
# tensor([3, 5, 1, 6, 0, 5])
torch.repeat_interleave(input=my_tensor, repeats=1, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=1, dim=1)
torch.repeat_interleave(input=my_tensor, repeats=1, dim=-1)
torch.repeat_interleave(input=my_tensor, repeats=1, dim=-2)
# tensor([[3, 5, 1], [6, 0, 5]])
torch.repeat_interleave(input=my_tensor, repeats=2)
# tensor([3, 3, 5, 5, 1, 1, 6, 6, 0, 0, 5, 5])
torch.repeat_interleave(input=my_tensor, repeats=2, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=2, dim=-2)
# tensor([[3, 5, 1], [3, 5, 1], [6, 0, 5], [6, 0, 5]])
torch.repeat_interleave(input=my_tensor, repeats=2, dim=1)
torch.repeat_interleave(input=my_tensor, repeats=2, dim=-1)
# tensor([[3, 3, 5, 5, 1, 1], [6, 6, 0, 0, 5, 5]])
torch.repeat_interleave(input=my_tensor, repeats=3)
# tensor([3, 3, 3, 5, 5, 5, 1, 1, 1, 6, 6, 6, 0, 0, 0, 5, 5, 5])
torch.repeat_interleave(input=my_tensor, repeats=3, dim=0)
torch.repeat_interleave(input=my_tensor, repeats=3, dim=-2)
# tensor([[3, 5, 1], [3, 5, 1], [3, 5, 1], [6, 0, 5], [6, 0, 5], [6, 0, 5]])
torch.repeat_interleave(input=my_tensor, repeats=3, dim=1)
torch.repeat_interleave(input=my_tensor, repeats=3, dim=-1)
# tensor([[3, 3, 3, 5, 5, 5, 1, 1, 1], [6, 6, 6, 0, 0, 0, 5, 5, 5]])
``` | hyperkai |
1,886,255 | Bytes: The Meal That Makes Your Computer Feast Like Crazy | _This is a submission for DEV Computer Science Challenge v24.06.12: One Byte Explainer._ ... | 27,663 | 2024-06-23T04:27:23 | https://dev.to/cbid2/bytes-the-meal-that-makes-your-computer-feast-like-crazy-5bgc | devchallenge, cschallenge, computerscience, beginners | __This is a submission for [DEV Computer Science Challenge v24.06.12: One Byte Explainer._](
https://dev.to/devteam/introducing-our-first-computer-science-challenge-hp2)_
## Explainer
A byte is a basic unit of info made of 8 bits. These are like crumbs for your computer. Bits come together and become complex files like ingredients in a recipe becoming a tasty meal. Overall, bytes give your computer a digital feast every single time! :)
| cbid2 |
1,897,439 | 在Web工程中使用CSS级联层 | CSS的全称是层叠样式表(Cascading Style... | 0 | 2024-06-23T04:25:03 | https://dev.to/tm-sunnyday/zai-webgong-cheng-zhong-shi-yong-cssji-lian-ceng-322b | css, tailwindcss, vite, nuxt | CSS的全称是**层叠样式表(Cascading Style Sheets)**,它的一个重要概念既是“层叠”,靠后声明的样式会覆盖前面的样式。这个特性使我们在开发新内容时,非常方便地在继承旧样式的同时做出一些微调。
随着前端开发的工程化,特别是Vue.js等框架的广泛使用,我们需要在项目中管理越来越多的碎片样式文件。当这些样式文件互相关联时,为了使它们在HTML文档中出现的顺序符合我们的预期,往往需要我们付出更多的精力。
好在,我们现在有了[**CSS级联层**](https://developer.mozilla.org/docs/Web/CSS/@layer)。
通过级联层,我们可以非常方便地归类CSS代码,使得层中的样式永远**在逻辑上**按我们想要的方式排序,而不用关心它们在HTML文档中出现的顺序。
CSS级联层已被确认为 [*Baseline 2022*](https://developer.mozilla.org/en-US/blog/baseline-evolution-on-mdn/),您可以放心地使用这个特性。
## 理想的工程实践
[**原子设计(Atomic Design)**](https://bradfrost.com/blog/post/atomic-web-design/)是现代Web开发中常用的设计模式,我们可以按照这个设计,将样式层同样分为以下五层:
1. Atoms(原子)
2. Molecules(分子)
3. Organisms(生物体)
4. Templates(模板)
5. Pages(页面)
在实际工程中您可能需要增减它们,如添加一个基础层用于在不同浏览器中规范初始样式(Reboot/Normalize),所以最终工程中的样式层可能是这样的:
```css
/* 规范基础样式、定义CSS自定义属性等 */
@layer base { /* ... */ }
/* 我们可以借助子层来排序这些可重用组件的样式 */
@layer components.atoms { /* ... */ }
@layer components.molecules { /* ... */ }
@layer components.organisms { /* ... */ }
/* 模板可以被归类到布局中 */
@layer layouts { /* ... */ }
@layer pages { /* ... */ }
```
只要我们保证HTML文档的最开始按照这个顺序定义层,我们就可以在之后的开发中直接将样式代码防止在层中而无需关系它们的被导入的先后顺序。
```HTML
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Document</title>
<!-- 在定义层时,可以用简写 -->
<style>@layer base, components.atoms, components.molecules, components.organisms, layouts, pages;</style>
<!-- 实际的样式代码从这里之后导入 -->
<style>/* ... */</style>
<link rel="stylesheet" href="...">
</head>
<body>
</body>
</html>
```
## 与TailwindCSS结合使用
*目前绝大多数与TailwindCSS结合的组件库,均是通过JS控制工具类的方式调整组件的样式,本文不讨论这个方式。借助级联层可以将TailwindCSS与任意的组件库结合使用,从而允许我们使用tailwind微调组件库的样式。*
TailWindCSS中已经有了层的概念,在4之前的版本中,依旧使用的模拟的层,并非真正的级联层,为了让TailwindCSS的样式在我们的工程中出现在合适的位置,我们需要改写导入文件:
```css
/*
* "base"这个层名会被TailwindCSS当作它的逻辑层处理,
* 此处我们使用"tailwind-base"代替
*/
@layer tailwind-base {
@tailwind base;
}
/*
* "utilities"和"variants"同理,
* 但我们无需定义两个层来包裹它们,因为它们始终应该定义在我们的样式之后
*/
@layer tailwind-utilities {
@tailwind utilities;
@tailwind variants;
}
```
然后,我们调整一下级联层的定义:
```css
/*
* 注意!我在此处删除了前文中的base层,
* tailwind的base已经包含了样式的规范化内容,
* 我们的工程通常不需要再次格式化
*/
@layer
tailwind-base,
components.atoms,
components.molecules,
components.organisms,
layouts,
pages,
tailwind-utilities;
```
## 与组件库结合使用
组件库是前端工程必不可少的部分,以上文为基础,我们可以很容易地想到,组件的样式应当在“base”层(或“tailwind-base”层)与“layout”层之间,也即“components”层中。至于它应该在components中的何处,这需要您结合实际情况来决定,我们可以利用子层的特性进行排序
然而,绝大多数组件库均没有使用级联层,直接导入组件库的样式会使它们出现在所有层之外,在级联层规则下,它们的样式将是最高优先级,我们无法使用tailwind或者其他方式覆盖它们的样式。
为了解决这个问题,我开发了一个postcss插件,它能够通过配置为导入的样式添加级联层。
接下来,以Vite项目为例,简单说明一下如何在工程中结合使用 element-plus 组件库。
初始化项目以及安装TailwindCSS和Element Plus的内容在此省略,无论您是否使用自动导入的方式引入Element Plus均可以按本文的方式操作。
首先,安装`@web-baseline/postcss-wrap-up-layer`,您可以选择您喜欢的包管理器:
```bash
yarn add -D @web-baseline/postcss-wrap-up-layer
```
然后,在`vite.config.ts`文件中使用这个插件:
```ts
/* 这里省略了其他无关的配置内容 */
import WrapUpLayer from '@web-baseline/postcss-wrap-up-layer';
export default defineConfig({
css: {
postcss: {
plugins: [
WrapUpLayer({
rules: [
{
/* 此处使用了正则进行匹配 */
includes: /^node_modules\/element-plus\//,
layerName: 'components.element-plus',
},
],
}),
],
},
},
})
```
就是这样,这个插件将会为所有匹配到的文件添加设置的级联层,如果您使用其他的组件库,可以进行类似的设置。
## 在Vue SFC(单文件组件)中更方便地处理CSS级联层
在Vue的单文件组件中,我们可以使用`<style></style>`定义样式,我们可以直接在其中将样式包裹在级联层中,就像这样:
```vue
<template>
<h2 class="title">Title</h2>
</template>
<style scoped>
@layer components.atoms {
.title {
font-size: 3rem;
}
}
</style>
```
这不方便,也不美观。通常情况下,我们并不会关注样式在哪个层中,也不希望看到这个始终存在的缩进。因此,我也开发了一个vite插件,允许您以属性的形式(如:`<style layer="layerName">`)使用级联层。
安装`@web-baseline/vite-plugin-vue-style-layer`:
```bash
yarn add -D @web-baseline/vite-plugin-vue-style-layer
```
在`vite.config.ts`文件中使用这个插件:
```ts
/* 这里省略了其他无关的配置内容 */
import Vue from '@vitejs/plugin-vue';
import VueStyleLayer from '@web-baseline/vite-plugin-vue-style-layer';
export default defineConfig({
plugins: [
Vue(),
VueStyleLayer(),
],
})
```
这样,就可以将上文的组件改写成下面的样子:
```vue
<template>
<h2 class="title">Title</h2>
</template>
<style scoped layer="components.atoms">
.title {
font-size: 3rem;
}
</style>
```
我认为,这或许可以成为Vue SFC官方支持的功能,甚至是新的Web特性,将layer作为`<style>`和`<link rel="stylesheet">`的真正原生属性。
这个Vite插件目前已经满足了使用的需要,但我知道它还有些许不足之处,我正在考虑将其使用 [**unplugin**](https://unplugin.unjs.io/) 重构,以支持更多的框架,而不仅仅是Vite+Vue。
## 在Nuxt中使用级联层
我通常使用Nuxt进行Web开发,而以上的功能在Nuxt中配置需要分散在各处,因此我将它们合并为一个模块以集中配置。由于Nuxt并不公开HTML文档的编辑,我在模块中添加了级联层排序字段。
安装`@web-baseline/nuxt-css-layer`:
```bash
yarn add -D @web-baseline/nuxt-css-layer
```
在`nuxt.config.ts`文件中使用这个模块:
```ts
/* 这里省略了其他无关的配置内容 */
export default defineNuxtConfig({
modules: [
'@web-baseline/nuxt-css-layer',
'@nuxtjs/tailwindcss',
'@element-plus/nuxt',
],
cssLayer: {
rules: [
{
includes: /^node_modules\/element-plus\//,
layerName: 'components.element-plus',
},
],
cssLayerOrder: [
'tailwind-base',
'components.element-plus',
'components.atoms',
'components.molecules',
'components.organisms',
'layouts',
'pages',
'tailwind-utilities',
],
},
});
```
## 结语
在CSS级联层的帮助下,我们可以方便的在大型项目中管理样式文件,同时也允许我们将TailwindCSS与那些传统的组件库结合使用。
感谢您的阅读,如果您觉得我的工作对您有所帮助,欢迎为我的仓库添加Star!
- [@web-baseline/postcss-wrap-up-layer](https://github.com/web-baseline/postcss-wrap-up-layer)
- [@web-baseline/vite-plugin-vue-style-layer](https://github.com/web-baseline/vite-plugin-vue-style-layer)
- [@web-baseline/nuxt-css-layer](https://github.com/web-baseline/nuxt-css-layer)
如果您在使用的过程中发现任何问题,欢迎提出issue以及提出pr!
| tm-sunnyday |
1,897,524 | Utilize React Native's Headless JS for developing advanced features! 🚀 | Utilizing React Native Headless JS for Background Tasks In mobile application development,... | 0 | 2024-06-23T04:14:32 | https://dev.to/manjotdhiman/utilize-react-natives-headless-js-for-developing-advanced-features-2ekb | javascript, reactnative, headless, android | ### Utilizing React Native Headless JS for Background Tasks
In mobile application development, there are often requirements to perform tasks in the background, such as fetching data from an API, handling notifications, or running periodic updates. React Native provides a solution for these scenarios through Headless JS, a powerful tool that enables developers to run JavaScript tasks even when the app is in the background or terminated. In this article, we'll explore what Headless JS is, how it works, and how you can implement it in your React Native applications.
#### What is Headless JS?
Headless JS is a feature in React Native that allows you to run JavaScript tasks in the background. This is particularly useful for tasks that need to continue running even when the user is not actively interacting with the app. Examples include background geolocation, silent push notifications, and periodic data synchronization.
#### How Headless JS Works
Headless JS operates by creating a background service that can run JavaScript code independently of the app's main UI thread. This means that tasks can be executed without needing the app to be open or visible to the user.
When a background task is triggered, React Native initializes a new JavaScript runtime environment to execute the specified task. This environment is separate from the one running the app's UI, allowing background tasks to run without affecting the user experience.
#### Setting Up Headless JS
Let's walk through the steps to set up and use Headless JS in a React Native application.
1. **Install Required Packages**: Ensure you have React Native installed and set up.
```bash
npx react-native init HeadlessJSExample
cd HeadlessJSExample
```
2. **Create a Background Task**: Define the JavaScript function that you want to run in the background. This function must be registered with AppRegistry.
```javascript
// backgroundTask.js
import { AppRegistry } from 'react-native';
const backgroundTask = async (taskData) => {
console.log('Background task executed', taskData);
// Perform your background task here
};
AppRegistry.registerHeadlessTask('BackgroundTask', () => backgroundTask);
```
3. **Configure Native Code (Android)**: Headless JS requires some additional setup on the Android side. Modify `MainApplication.java` to include the background task.
```java
// MainApplication.java
import com.facebook.react.HeadlessJsTaskService;
import android.content.Intent;
import android.os.Bundle;
public class MainApplication extends Application implements ReactApplication {
// ... existing code
@Override
public void onCreate() {
super.onCreate();
Intent intent = new Intent(getApplicationContext(), MyHeadlessJsTaskService.class);
getApplicationContext().startService(intent);
HeadlessJsTaskService.acquireWakeLockNow(getApplicationContext());
}
}
// MyHeadlessJsTaskService.java
import com.facebook.react.HeadlessJsTaskService;
public class MyHeadlessJsTaskService extends HeadlessJsTaskService {
@Override
protected @Nullable HeadlessJsTaskConfig getTaskConfig(Intent intent) {
Bundle extras = intent.getExtras();
if (extras != null) {
return new HeadlessJsTaskConfig(
"BackgroundTask", // The task registered in JavaScript
Arguments.fromBundle(extras),
5000, // Timeout for the task
true // Allow the task to run in foreground as well
);
}
return null;
}
}
```
4. **Triggering the Background Task**: To trigger the background task, you can use an event like a push notification or a periodic timer. Here's an example of triggering it from a button press.🚀
```javascript
// App.js
import React from 'react';
import { View, Button, NativeModules } from 'react-native';
const App = () => {
const triggerBackgroundTask = () => {
NativeModules.BackgroundTaskModule.startBackgroundTask();
};
return (
<View>
<Button title="Start Background Task" onPress={triggerBackgroundTask} />
</View>
);
};
export default App;
```
5. **Handling Background Task Completion**: Ensure that the background task handles its completion properly to avoid unnecessary resource usage.
```javascript
// backgroundTask.js
const backgroundTask = async (taskData) => {
console.log('Background task executed', taskData);
// Perform your background task here
// Notify the system that the task is complete
HeadlessJsTaskService.notifyTaskFinished(taskId);
};
AppRegistry.registerHeadlessTask('BackgroundTask', () => backgroundTask);
```
#### Use Cases for Headless JS
1. **Background Geolocation**: Tracking the user's location continuously, even when the app is not in the foreground.
2. **Silent Push Notifications**: Handling push notifications without user interaction.
3. **Periodic Syncing**: Syncing data with a server at regular intervals.
4. **Alarm Services**: Implementing alarm functionalities that trigger actions at specific times.
5. **Calling Features**: Implementing call-related features that need to work even when the app is closed.
#### iOS Alternatives
Headless JS is not available for iOS, but there are alternative libraries that can be used for background tasks in iOS:
1. **react-native-background-fetch**: This library allows periodic background fetching on both Android and iOS.
2. **react-native-background-geolocation**: Provides background location tracking for both platforms.
3. **react-native-background-timer**: Allows you to run tasks at specified intervals, suitable for both platforms.
#### Conclusion
Headless JS is a powerful feature in React Native that enables the execution of background tasks seamlessly. By understanding and implementing Headless JS, you can enhance your app's capabilities, providing a better user experience even when the app is not actively in use. Whether it's for background geolocation, silent notifications, periodic syncing, or call-related features, Headless JS provides a robust solution for managing background tasks in React Native applications. For iOS, you can use libraries like react-native-background-fetch, react-native-background-geolocation, and react-native-background-timer to achieve similar functionality.
Manjot Singh
Mobile Engineer
| manjotdhiman |
1,897,521 | CORS: The Gatekeeper of Web Interactions | Imagine you run a community library, and you want to ensure that only trusted members can borrow... | 0 | 2024-06-23T04:03:11 | https://dev.to/adebiyiitunuayo/cors-the-gatekeeper-of-web-interactions-59bg | cybersecurity, webdev, backend, softwaredevelopment | Imagine you run a community library, and you want to ensure that only trusted members can borrow books. You have a list of people you trust, and you allow them to take books, but you don’t let just anyone walk in and grab a book. This is similar to how **CORS (Cross-Origin Resource Sharing)** works on the web.
### What is CORS?
CORS is a security feature in web browsers that allows a website to request resources from another domain, but only if the other domain allows it. This is necessary because of the **Same-Origin Policy (SOP)**, a security measure that restricts how a document or script loaded from one origin can interact with resources from another origin.
#### Same-Origin Policy
Think of SOP as a security guard who only lets people from the same neighborhood (or origin) interact. For example, if your website is hosted at `example.com`, it can freely interact with resources from `example.com` but cannot access resources from `anotherdomain.com` unless explicitly allowed.
### How CORS Works
CORS uses HTTP headers to tell the browser whether or not to allow requests from different origins. For instance, if `example.com` wants to fetch data from `api.example.com`, the server at `api.example.com` can send back a header saying it’s okay (`Access-Control-Allow-Origin: example.com`).
### Vulnerabilities in CORS Configurations
Just like leaving the library door open for anyone can lead to theft, misconfigurations in CORS can lead to security issues. Let’s explore some common vulnerabilities with real-world analogies and examples.
#### 1. Reflecting the Origin Header
Imagine a scenario where the library decides to trust anyone who claims they’re a friend. If a malicious person says they’re from the neighborhood, they get access to the books. Similarly, some web servers reflect the `Origin` header they receive in the `Access-Control-Allow-Origin` response, effectively allowing any domain access to sensitive data.
**Example:** A request to `vulnerable-website.com` from `malicious-website.com` might look like this:
```http
GET /sensitive-data HTTP/1.1
Host: vulnerable-website.com
Origin: https://malicious-website.com
Cookie: sessionid=...
```
If the server responds with:
```http
HTTP/1.1 200 OK
Access-Control-Allow-Origin: https://malicious-website.com
Access-Control-Allow-Credentials: true
```
Now, the malicious website can access sensitive data by tricking the server into trusting it.
#### 2. Whitelisted Origin Mistakes
Let’s say the library has a whitelist of trusted members but accidentally includes some sketchy people. In CORS terms, this happens when the whitelist is too broad or misconfigured.
**Example:** A vulnerability in an e-commerce site may allow any subdomain ending in `trusted-site.com` to be whitelisted. An attacker can register `attacker.trusted-site.com` and gained access to the main site’s resources.
#### 3. Exploiting XSS with CORS
Think of a trusted library member who’s actually a thief. If your site trusts another site that has security holes, attackers can exploit those holes.
**Example:** A subdomain of a site might have an XSS vulnerability. Attackers can use this to inject scripts that make CORS requests, stealing sensitive data from the main site.
### How to Prevent CORS-Based Attacks
Here are some practical steps to secure your web applications against CORS-related vulnerabilities:
1. **Strict Origin Checking:**
- Always specify exact origins in `Access-Control-Allow-Origin` headers. Avoid using wildcards (`*`) or dynamically reflecting origins without validation.
2. **Limit Trusted Origins:**
- Only allow trusted sites. Maintain a strict whitelist and regularly review it.
3. **Avoid `null` Origin:**
- Do not use `Access-Control-Allow-Origin: null` unless absolutely necessary. `null` can be exploited by cross-origin redirects and sandboxed requests.
4. **Secure Internal Networks:**
- Avoid wildcards in internal networks. Ensure internal resources are protected and cannot be accessed by browsers visiting untrusted sites.
5. **Server-Side Security:**
- Remember, CORS is a browser security feature, not a substitute for server-side security. Implement strong authentication, session management, and data protection measures on your servers.
### Real-World Example: Shopify (2019)
In 2019, Shopify had a misconfigured CORS policy that allowed any subdomain to access its main API. An attacker registered `attacker.myshopify.com` and exploited this misconfiguration to steal user data. Shopify quickly fixed the issue by tightening their CORS policy.
By understanding and properly configuring CORS, you can prevent your website from falling prey to similar vulnerabilities. Just like running a secure library, it’s about knowing who to trust and keeping a close eye on who gets access to your valuable resources.
_Mischief Managed_ | adebiyiitunuayo |
1,897,522 | MY NEW PROJECT IS NOW ON GITHUB : NOSHII | What is Noshii ? It’s a website for a virtual Chines restaurant, Where you can order Chinese Food,... | 0 | 2024-06-23T04:02:11 | https://dev.to/1hamzabek/my-new-project-is-now-on-github-noshii-38kk | aspnet, programming, webdev, opensource | **What is Noshii** ? It’s a website for a virtual Chines restaurant, Where you can order Chinese Food, Drinks, Desserts.
PROJECT STACK :
- ASP.NET WEB API
- BLAZOR
- HTML & CSS
NOSHII V1 :
in this version the main features are added successfully, disocver the menu and add items to the cart and place orders for the clients , and for the administration, get the latest accounts created and get the orders pending / accepted , and adding new plate feature , Name, Bio, Price and image.

The menu page is simple, just the Plates in unique cards.

The cart has a nice design and simple, which is what i want .

How many days it costed?
actually the API was finished in 5 days , 6 to 8 hours daily.
For the designing it took me 4 days to implement the components.
**NOTE : THIS PROJECT IS THE INITIAL VERSION , NEW VERSION IN PROCESS**
The next version **V2** is in process right now in time writing this article, new features will be added and Ordering Logic will be improved hopefully, Profile settings😉, For the design 90% i won't change it 😁
I hope you guys like and support my first project <3
The project is open source ;)
You can easily reach it from my github :
{% embed https://github.com/Hamza-Bek?tab=overview&from=2024-06-01&to=2024-06-23 %} | 1hamzabek |
1,897,520 | Unlocking Beauty: Inside the World of Hair Care Product Manufacturing | Unlock Your Hair’s Beauty: Discovering the World of Hair Care Product Manufacturing Hair care is... | 0 | 2024-06-23T03:56:17 | https://dev.to/homans_eopind_b62b995dbb6/unlocking-beauty-inside-the-world-of-hair-care-product-manufacturing-4nhh | haircare, hairproducts | Unlock Your Hair’s Beauty: Discovering the World of Hair Care Product Manufacturing
Hair care is essential to everyone. We all want our hair to look healthy, beautiful, and shiny. Good hair is important for our confidence and style. Luckily, manufacturers of hair care products have been continuously improving and innovating their products to cater to our specific needs. Let us explore the world of hair care product manufacturing and learn how we can unlock the beauty of our hair.
Advantages of Hair Care Products
Hair care products are specifically developed to focus on different types of hair
They can help hydrate strengthen and protect your hair from damage due to environmental facets like pollution together with sun's rays
Moreover hair maintenance systems may also be built to enhance the appearance and texture of your hair
They can add amount control frizz and curls that are define amongst others
With various haircare Products available in the market it is easy to find one that suits your hair demands type and choice
Innovation in Hair Care Products
Currently hair care item manufacturing companies are continually researching and developing methods being brand new innovate their products or services
They use advanced level technology and ingredients to help keep up with the changing needs of customers
As an example companies have started to make use of ingredients which are natural essential natural oils botanicals and fresh fruit extracts which are safe and mild on the hair
With such innovations we are able to enjoy advantages that are different such items while keeping our hair healthy and shiny
Security of Hair Care Products
Another aspect that is important of care product manufacturing is ensuring the safety of its users
It is essential to use products that are gentle on the scalp and hair particularly for those with sensitive skin
Many hair care Hot-Sale Products manufacturers conduct tests and research to ensure that their products or services are safe and conform to the standards that are regulatory by the us government
As a consumer we must choose products that are reliable and safe
How exactly to Use Hair Maintenance Systems?
Various hair care services and products have different uses and application methods
Choosing the product that's right utilizing the appropriate method is important to attain the desired results
For example using a conditioner after shampooing might help prevent hair tangling and ends that are split
Moreover using oil or serum can truly add shine and hydration to your own hair
Provider and Quality of Hair Care Products
As consumers we have to choose locks care services and products which have exemplary solution and quality
Good quality items can provide the expected outcomes whereas services and products of poor quality can cause damage and damage
Choosing a brand name that is reputable excellent customer service ensures that people get dependable and effective hair care products
Application of Hair Care Products
When hair that is using products begin with a little amount and apply it evenly in the locks and head
From there observe the product's effect in your locks and adjust the regularity and number of usage accordingly
It's essential to proceed with the instructions and recommendations given by producer to obtain the greatest outcomes
Conclusion
Hair care is a vital aspect of our daily grooming routine. With the continuously improving hair care product manufacturing industry, we can unlock the beauty of our hair with ease. We need to choose Hair Treatment products that are safe, effective, and cater to our specific needs. At the same time, it is essential to follow the recommended application techniques and instructions to get the best results. By taking care of our hair, we can boost our confidence and truly shine inside and out.
Source: https://www.gzhaircolor.com/Products | homans_eopind_b62b995dbb6 |
1,897,518 | AI Chatbot for the personalized feedback and recommendations | This is a submission for Twilio Challenge v24.06.12 What I Built I have built a chatbot... | 0 | 2024-06-23T03:47:42 | https://dev.to/mahupreti/ai-chatbot-for-the-personalized-feedback-and-recommendations-5e9e | devchallenge, twiliochallenge, ai, twilio | *This is a submission for [Twilio Challenge v24.06.12](https://dev.to/challenges/twilio)*
## What I Built
I have built a chatbot system using Twilio WhatsApp API and the Gemini API key. The user can ask for any feedback and they will get proper feedback and recommendations through WhatsApp.
## Demo
The demo can be seen after running the repo https://github.com/mahupreti/twilio-gemini-whatsapp-bot/tree/master
I have included the screenshots




## Twilio and AI
Twilio has so many products in its list that we can integrate API with third-party API and then build something better out of it. In my case, I connected the Gemini API with the Twilio WhatsApp API. Now we don't have to go to the AI official website. Also, the best feature of adding the third-party AI API from WhatsApp is that we can even upload an image or PDF in WhatsApp and generate insights from it.
## Additional Prize Categories
I guess my project falls under the Impactful Innovators.
Team Member: Mahesh Upreti
Thanks for participating! | mahupreti |
1,897,517 | Understanding Ansible Roles: A Comprehensive Guide | In IT automation, Ansible is a powerful and an easy to use tool. Among its various features, Ansible... | 0 | 2024-06-23T03:41:43 | https://dev.to/faruq2991/understanding-ansible-roles-a-comprehensive-guide-2bbj | devops, cloud, automation, tooling | In IT automation, Ansible is a powerful and an easy to use tool. Among its various features, Ansible Roles stand out as a critical component for managing complex configurations and deployments. This article explains why Ansible Roles are essential, their usage scenarios, appropriate times to leverage on them, and a simple guide to implementing them.
#### Why Ansible Roles are Needed
Ansible Roles provide a structured way of organizing playbooks, making complex playbooks more manageable, reusable, and scalable. Here are why Ansible Roles are indispensable:
1. **Modularity**: Roles allow breaking down playbooks into reusable components. Each role can manage a particular aspect of the system, such as installing a web server or configuring a database.
2. **Reusability**: Once created, roles can be reused across different projects and environments, reducing effort.
3. **Maintainability**: By organizing tasks, variables, handlers, and other components into separate directories, roles make the codebase easier to navigate and maintain.
4. **Scalability**: As infrastructure grows, roles help manage complexity by providing a clear structure, making it easier to scale configurations.
#### Where Ansible Roles are Used
Ansible Roles are used in a variety of contexts, including:
1. **Infrastructure as Code (IaC)**: Managing and provisioning infrastructure in a consistent and repeatable manner.
2. **Application Deployment**: Deploying applications with all necessary dependencies and configurations.
3. **Configuration Management**: Ensuring systems are configured correctly and consistently across environments.
4. **Continuous Integration/Continuous Deployment (CI/CD)**: Integrating with CI/CD pipelines to automate the deployment process.
#### When to Use Ansible Roles
Ansible Roles should be used when:
1. **Managing Large Codebases**: For projects with large and complex playbooks, roles help in organizing and simplifying the code.
2. **Promoting Code Reusability**: When there is a need to use the same configuration across multiple projects or environments.
3. **Improving Collaboration**: In teams where multiple developers or operators are working on the same codebase, roles enhance collaboration by providing a clear structure.
4. **Automating Repetitive Tasks**: For tasks that are repetitive and consistent across different environments, roles ensure standardization and efficiency.
#### How to Implement Ansible Roles
Implementing Ansible Roles involves several steps, which are outlined below:
1. **Create the Role Directory Structure**: Ansible provides a command to create a role's directory structure.
```bash
ansible-galaxy init <role_name>
```
This command creates a directory structure with subdirectories for tasks, handlers, files, templates, vars, defaults, and meta.
2. **Define Tasks**: The main logic of the role is defined in the `tasks` directory. Create a `main.yml` file within this directory to list all tasks.
```yaml
# roles/<role_name>/tasks/main.yml
---
- name: Install Nginx
apt:
name: nginx
state: present
```
3. **Add Handlers**: If there are services that need to be restarted or actions triggered by changes, define them in the `handlers` directory.
```yaml
# roles/<role_name>/handlers/main.yml
---
- name: Restart Nginx
service:
name: nginx
state: restarted
```
4. **Provide Default and Variable Values**: Use the `defaults` and `vars` directories to set default values and other variables required by the role.
```yaml
# roles/<role_name>/defaults/main.yml
---
nginx_version: latest
# roles/<role_name>/vars/main.yml
---
some_variable: value
```
5. **Templates and Files**: Place configuration templates and static files in the `templates` and `files` directories, respectively.
```jinja
# roles/<role_name>/templates/nginx.conf.j2
server {
listen 80;
server_name {{ server_name }};
...
}
```
6. **Metadata and Dependencies**: Define any role dependencies in the `meta` directory.
```yaml
# roles/<role_name>/meta/main.yml
---
dependencies:
- { role: another_role }
```
7. **Include Roles in Playbooks**: Finally, include the role in your playbook.
```yaml
# playbook.yml
---
- hosts: webservers
roles:
- role_name
```
### Conclusion
Ansible Roles are a fundamental feature that enhances your automation scripts. By organizing your playbooks into discrete, reusable components, roles simplify complex configurations and make your automation tasks more efficient and manageable. Implementing roles is straightforward, and once set up, they can significantly streamline your IT operations, ensuring idempotency and reducing overhead. Whether you're managing infrastructure, deploying applications, or integrating with CI/CD pipelines, Ansible Roles are an invaluable tool in your automation arsenal.
 | faruq2991 |
1,897,458 | Mengatasi masalah OR-CBAT-15 di GCP dengan Cloudflare | Halo semuanya! Kali ini saya ingin berbagi cara mengatasi pesan error OR-CBAT-15 saat mencoba... | 0 | 2024-06-23T03:41:36 | https://dev.to/rizalord/mengatasi-masalah-or-cbat-15-di-gcp-dengan-cloudflare-173b | cloudflare, gcp | Halo semuanya! Kali ini saya ingin berbagi cara mengatasi pesan error OR-CBAT-15 saat mencoba mengaktifkan akun Google Cloud. Untuk trik ini, kita membutuhkan akun Cloudflare dan domain aktif yang sudah terhubung ke Cloudflare. Saya mendapatkan trik ini dari [artikel ini](https://ariq.nauf.al/blog/solving-or-cbat-15-gcp-free-trial-problem/). Terima kasih banyak kepada Mas Ariq Naufal yang telah membagikannya!
Langsung saja, berikut langkah-langkah untuk mengatur Cloudflare:
1. Masuk ke akun **Cloudflare** dan pilih domain kalian. Lalu, pilih **Email**> **Email Routing** > **Get Started**. 
2. Isi form dengan data berikut:
- **Custom Address**: (isikan dengan email custom kalian)
- **Action**: Send to an email
- **Destination**: (isi dengan email utama kalian yang biasa kalian gunakan untuk menerima pesan email)
Kemudian klik `Create and continue`.

3. Cek email kalian untuk melakukan verifikasi alamat email routing. 
4. Kembali ke halaman email routing, pilih Enable email routing dan ikuti instruksinya. 
5. Edit bagian Catch-all address dengan data seperti di langkah kedua dan pastikan statusnya Active. 
Dengan mengatur Cloudflare, semua email yang masuk ke email tersebut (contoh1@domainkalian.my.id) akan diteruskan ke email utama kalian. Email ini akan kita gunakan untuk mendaftar ke Google Cloud.
Berikut langkah-langkah untuk mengatur Google Cloud Identity:
1. Buka [Google Cloud Identity](https://console.cloud.google.com/cloud-setup/organization).

2. Isi dengan email routing kalian. 
3. Isikan domain kalian. 
4. Langkah selanjutnya yaitu setting email dan password kalian kemudian login.
5. Klik lindungi untuk verifikasi domain. 
6. Klik `Siapkan Google Cloud Console sekarang`. 
7. Login ke Google Cloud menggunakan email routing dan lakukan aktivasi free trial seperti biasa.

8. Selesai

Itulah cara mengatasi pesan error OR-CBAT-15 saat mengaktifkan akun Google Cloud. Semoga bermanfaat! | rizalord |
1,897,516 | React Supabase Auth Template (With Protected Routes) | I've done all of the underlying stuff so you can just focus on creating the app and not having to go... | 0 | 2024-06-23T03:41:34 | https://dev.to/mmvergara/react-supabase-auth-template-with-protected-routes-41ib | react, webdev, javascript, supabase | I've done all of the underlying stuff so you can just focus on creating the app and not having to go through the hassle of authentication
### 🔭 [Github Repository](https://github.com/mmvergara/react-supabase-auth-template)
### 🌐 [App Demo](https://react-supabase-auth-template.vercel.app/)
## Features
- 🚀 Protected Routes
- 🚀 Supabase Session Object in Global Context via `useSession`
- 🚀 User Authentication
- 🚀 Routing and Route Guards
It's also blazingly fast 🔥 No really, [try it out for yourself.](https://react-supabase-auth-template.vercel.app/)
## Getting Started
1. Clone the repository
2. Install dependencies: `npm install`
3. Create `.env` using the `.env.example` as a template
```
VITE_SUPABASE_URL=
VITE_SUPABASE_ANON_KEY=
```
Run the app: `npm run dev`
## What you need to know
- `/router/index.tsx` is where you declare your routes
- `/context/SessionContext.tsx` is where you can find the `useSession` hook
- This hook gives you access to the `session` object from Supabase globally
- `/Providers.tsx` is where you can add more `providers` or `wrappers`
{% embed https://github.com/mmvergara/react-supabase-auth-template %}
[We also have a similar template for FIREBASE 🔥](https://github.com/mmvergara/react-firebase-auth-template)
| mmvergara |
1,897,515 | Helpline Triager: Your buddy during distress | This is a submission for Twilio Challenge v24.06.12 What I Built Helpline Triager While... | 0 | 2024-06-23T03:39:21 | https://dev.to/thepurpleowl/helpline-triager-your-buddy-during-distress-1d7l | devchallenge, twiliochallenge, ai, twilio | *This is a submission for [Twilio Challenge v24.06.12](https://dev.to/challenges/twilio)*
## What I Built
<!-- Share an overview about your project. -->
**Helpline Triager**
While reporting or seeking help in a distress situations, finding the appropriate help can be challenging. This project aims to streamline the process by providing a single helpline number that redirects caller-provided information to the relevant helpline. Such an approach address common obstacles faced during distress situations such as lack of internet access, reluctance to self-identify, and the precious time-consuming task of locating the correct helpline number.
By offering a centralized and user-friendly solution, this project aims to facilitate prompt access to the necessary support during times of distress.
**Technologies Used**
Backend: Flask, gevent
External APIs:
- Twilio Api for messaging, call
- OpenAI Api for AI responses, Whisper for transcription
- Google text-to-speech for text to speech
## Demo
<!-- Share a link to your app and include some screenshots here. -->
As this is a backend app only, no front-end demo is present. One can easily integrate this as a service.
Attaching one of the messages that received using this backend app.

## Twilio and AI
<!-- Tell us how you leveraged Twilio’s capabilities with AI -->
I leveraged Twilio's powerful communication APIs(both call and messaging API), to handle incoming calling calls in the backend app. The use of AI in the app is mostly two-fold
1. Caller agent: An AI agent is used as both receiver (while getting distress call from end-user) and caller/message-sender (while directly appropriate helpline).
2. Agent Prompts: Different agent prompts are used to -
(a) identify distress type,
(b) extract important information, and
(c) summarize the distress call.
## Additional Prize Categories
<!-- Does your submission qualify for any additional prize categories (Twilio Times Two, Impactful Innovators, Entertaining Endeavors)? Please list all that apply. -->
This submission qualifies for the following additional prize categories:
**Twilio Times Two**: The project utilizes both Twilio's calling and messaging APIs to enhance our Notion extension.
**Impactful Innovators**: This project can make up the split-second advantage required to get the essential support during critical moments of distress such as fire, health emergency, theft, etc.
## Github Repo
{% github thepurpleowl/Helpline_Triager %}
<!-- Team Submissions: Please pick one member to publish the submission and credit teammates by listing their DEV usernames directly in the body of the post. -->
<!-- Don't forget to add a cover image (if you want). -->
| thepurpleowl |
1,897,514 | Vacuum Lifters: Enhancing Efficiency Across the Supply Chain | What are Vacuum Lifters? Vacuum lifters are devices that use suction to move objects. They are... | 0 | 2024-06-23T03:36:26 | https://dev.to/homans_eopind_b62b995dbb6/vacuum-lifters-enhancing-efficiency-across-the-supply-chain-5cjj | vacuumlifters, liftersvacuum | What are Vacuum Lifters?
Vacuum lifters are devices that use suction to move objects. They are used in various industries, such as manufacturing and construction, to enhance efficiency across the supply chain. The suction mechanism of vacuum lifting equipment is powered by air compressors or vacuum pumps.
Advantages of Vacuum Lifters
Vacuum lifters offer various advantages over traditional lifting methods
They can handle heavy objects easily and more efficiently than human labor leading to increased productivity
They also reduce the risk of injury to workers since there is no need for manual lifting
In addition vacuum lifters are more precise and accurate in positioning and placing objects which is essential for delicate or fragile items
Innovations in Vacuum Lifters
In recent years vacuum lifters have undergone improvements that are significant providing better functionality and safety
For example advanced vacuum lifting device have sensors that can detect leaks in the vacuum seal preventing accidents and damage to the product
Moreover some models have self-monitoring systems that can detect and report any malfunction to the operator reducing downtime and maintenance costs
Using Vacuum Lifters for Safety
The use of vacuum lifters is particularly important in workplaces where hazardous substances are present
Unlike traditional lifting methods vacuum lifters do not require contact that is physical the material reducing the risk of exposure to harmful chemicals or particulates
Additionally vacuum lifters can handle materials such as glass or metal without leaving scratches or surfaces that are damaging
The Service and Quality of Vacuum Lifters
When investing in vacuum lifters it is crucial to choose a supplier that is reliable a reputation for quality and service
Quality vacuum lifters are made with durable materials that can withstand use that is heavy time
In addition choosing a supplier that offers regular maintenance and repairs can extend the lifespan of the equipment and ensure functionality that is optimal
Applications of Vacuum Lifters
Vacuum lifters are used in numerous industries
For example in the manufacturing industry vacuum lifter can lift heavy machinery such as engines or transmission blocks allowing workers to install them easily
In the construction industry vacuum lifters can lift and position precast concrete or glass panels which are otherwise challenging to handle manually
Conclusion:
Vacuum lifters offer significant benefits over traditional lifting methods, including increased productivity, improved safety, and more precise placement of objects. Thanks to recent innovations, vacuum lifters are becoming even more efficient, with enhanced safety features and self-monitoring capabilities. Choosing a reliable supplier that offers quality equipment and service is essential for maximizing the lifespan of vacuum lifters and ensuring optimal functionality. Vacuum lifters are widely used across various industries, from manufacturing to construction, making them indispensable tools for enhancing efficiency across the supply chain.
Source: https://www.vacuumeasylifter.com/application/vacuum-lifting-device | homans_eopind_b62b995dbb6 |
1,897,512 | 🎉 Building Interactive Web Applications with Vanilla JavaScript | Frameworks like React and Vue are popular, but there's a lot you can do with plain JavaScript. Let's... | 0 | 2024-06-23T03:35:00 | https://dev.to/parthchovatiya/building-interactive-web-applications-with-vanilla-javascript-42m2 | javascript, webdev, programming, tutorial | Frameworks like React and Vue are popular, but there's a lot you can do with plain JavaScript. Let's explore some techniques for building interactive web applications without any frameworks.
## DOM Manipulation
Directly manipulate the Document Object Model to create dynamic content.
```
document.getElementById('myButton').addEventListener('click', () => {
const newElement = document.createElement('p');
newElement.textContent = 'Hello, World!';
document.body.appendChild(newElement);
});
```
## Fetch API
Interact with server-side APIs using the Fetch API.
```
async function loadData() {
const response = await fetch('https://api.example.com/data');
const data = await response.json();
console.log(data);
}
document.getElementById('loadDataButton').addEventListener('click', loadData);
```
## Local Storage
Store data locally in the user's browser.
```
function saveData() {
localStorage.setItem('name', 'Alice');
}
function loadData() {
const name = localStorage.getItem('name');
console.log(name); // Alice
}
document.getElementById('saveButton').addEventListener('click', saveData);
document.getElementById('loadButton').addEventListener('click', loadData);
```
## CSS Transitions and Animations
Enhance user experience with smooth transitions and animations.
```
.button {
transition: background-color 0.3s ease;
}
.button:hover {
background-color: blue;
}
```
## Web Components
Create reusable custom elements with Web Components.
```
class MyElement extends HTMLElement {
connectedCallback() {
this.innerHTML = '<p>Hello, Web Component!</p>';
}
}
customElements.define('my-element', MyElement);
```
## Conclusion
Vanilla JavaScript is powerful and versatile. By mastering DOM manipulation, the Fetch API, local storage, CSS transitions, and Web Components, you can build fully-featured interactive web applications without relying on frameworks. Happy coding!
| parthchovatiya |
1,897,463 | tile() in PyTorch | *My post explains repeat_interleave(). tile() can get the 1D or more D tensor of repeated zero or... | 0 | 2024-06-23T03:15:24 | https://dev.to/hyperkai/tile-in-pytorch-3dna | pytorch, tile, repeat, function | *[My post](https://dev.to/hyperkai/repeatinterleave-in-pytorch-201n) explains [repeat_interleave()](https://pytorch.org/docs/stable/generated/torch.repeat_interleave.html).
[tile()](https://pytorch.org/docs/stable/generated/torch.tile.html) can get the 1D or more D tensor of repeated zero or more elements from the 0D or more D tensor of zero or more elements as shown below:
*Memos:
- `tile()` can be used with [torch](https://pytorch.org/docs/stable/torch.html) or a tensor.
- The 1st argument with `torch` or using a tensor is `input`(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- The 2nd argument with `torch` or the 1st argument with a tensor is `dims`(Required-Type:`tuple` or `list` of `int`):
*Memos:
- If at least one dimension is `0`, an empty tensor is returned.
- The 1st or more arguments(`int`) with a tensor is also `dims`. *`dims=` mustn't be used.
```python
import torch
my_tensor = torch.tensor([3, 5, 1])
torch.tile(input=my_tensor, dims=(1,))
my_tensor.tile(dims=(1,))
# tensor([3, 5, 1])
torch.tile(input=my_tensor, dims=(2,))
# tensor([3, 5, 1, 3, 5, 1])
torch.tile(input=my_tensor, dims=(3,))
# tensor([3, 5, 1, 3, 5, 1, 3, 5, 1])
etc.
torch.tile(input=my_tensor, dims=(1, 1))
# tensor([[3, 5, 1]])
torch.tile(input=my_tensor, dims=(1, 2))
# tensor([[3, 5, 1, 3, 5, 1]])
torch.tile(input=my_tensor, dims=(1, 3))
# tensor([[3, 5, 1, 3, 5, 1, 3, 5, 1]])
etc.
torch.tile(input=my_tensor, dims=(2, 1))
# tensor([[3, 5, 1],
# [3, 5, 1]])
torch.tile(input=my_tensor, dims=(2, 2))
# tensor([[3, 5, 1, 3, 5, 1],
# [3, 5, 1, 3, 5, 1]])
torch.tile(input=my_tensor, dims=(2, 3))
# tensor([[3, 5, 1, 3, 5, 1, 3, 5, 1],
# [3, 5, 1, 3, 5, 1, 3, 5, 1]])
etc.
torch.tile(input=my_tensor, dims=(3, 1))
# tensor([[3, 5, 1],
# [3, 5, 1],
# [3, 5, 1]])
etc.
torch.tile(input=my_tensor, dims=(1, 1, 1))
# tensor([[[3, 5, 1]]])
etc.
torch.tile(input=my_tensor, dims=(1, 0, 1))
# tensor([], size=(1, 0, 3), dtype=torch.int64)
my_tensor.tile(3, 2, 1)
# tensor([[[3, 5, 1], [3, 5, 1]],
# [[3, 5, 1], [3, 5, 1]],
# [[3, 5, 1], [3, 5, 1]]])
my_tensor = torch.tensor([3., 5., 1.])
torch.tile(input=my_tensor, dims=(2,))
# tensor([3., 5., 1., 3., 5., 1.])
my_tensor = torch.tensor([3.+0.j, 5.+0.j, 1.+0.j])
torch.tile(input=my_tensor, dims=(2,))
# tensor([3.+0.j, 5.+0.j, 1.+0.j, 3.+0.j, 5.+0.j, 1.+0.j])
my_tensor = torch.tensor([True, False, True])
torch.tile(input=my_tensor, dims=(2,))
# tensor([True, False, True, True, False, True])
my_tensor = torch.tensor([[3, 5, 1],
[6, 0, 5]])
torch.tile(input=my_tensor, dims=(1,))
# tensor([[3, 5, 1],
# [6, 0, 5]])
torch.tile(input=my_tensor, dims=(2,))
# tensor([[3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5]])
torch.tile(input=my_tensor, dims=(3,))
# tensor([[3, 5, 1, 3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5, 6, 0, 5]])
etc.
torch.tile(input=my_tensor, dims=(1, 1))
# tensor([[3, 5, 1],
# [6, 0, 5]])
torch.tile(input=my_tensor, dims=(1, 2))
# tensor([[3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5]])
torch.tile(input=my_tensor, dims=(1, 3))
# tensor([[3, 5, 1, 3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5, 6, 0, 5]])
etc.
torch.tile(input=my_tensor, dims=(2, 1))
# tensor([[3, 5, 1],
# [6, 0, 5],
# [3, 5, 1],
# [6, 0, 5]])
torch.tile(input=my_tensor, dims=(2, 2))
# tensor([[3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5],
# [3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5]])
torch.tile(input=my_tensor, dims=(2, 3))
# tensor([[3, 5, 1, 3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5, 6, 0, 5],
# [3, 5, 1, 3, 5, 1, 3, 5, 1],
# [6, 0, 5, 6, 0, 5, 6, 0, 5]])
etc.
torch.tile(input=my_tensor, dims=(3, 1))
# tensor([[3, 5, 1],
# [6, 0, 5],
# [3, 5, 1],
# [6, 0, 5],
# [3, 5, 1],
# [6, 0, 5]])
etc.
torch.tile(input=my_tensor, dims=(1, 1, 1))
# tensor([[[3, 5, 1],
# [6, 0, 5]]])
etc.
``` | hyperkai |
1,897,460 | Taking Control of Your Artifacts with AWS CodeArtifact | Taking Control of Your Artifacts with AWS CodeArtifact In the fast-paced world of... | 0 | 2024-06-23T03:10:12 | https://dev.to/virajlakshitha/taking-control-of-your-artifacts-with-aws-codeartifact-9bb | 
# Taking Control of Your Artifacts with AWS CodeArtifact
In the fast-paced world of software development, managing dependencies efficiently is critical for building robust and scalable applications. AWS CodeArtifact provides a fully managed artifact repository service that empowers development teams to securely store, publish, and share software packages used in their development workflows. Whether you're dealing with libraries, dependencies, or build artifacts, CodeArtifact offers a centralized repository to streamline your software development lifecycle.
### Understanding AWS CodeArtifact
At its core, AWS CodeArtifact is a secure, highly available, and scalable service designed to eliminate the operational overhead of managing artifact repositories. It seamlessly integrates with popular package managers like npm, PyPI, Maven, and NuGet, allowing you to use your existing tools and workflows. CodeArtifact empowers you to manage your dependencies effectively, ensuring a secure and streamlined development process.
Key features of CodeArtifact include:
* **Support for Multiple Package Formats:** CodeArtifact provides comprehensive support for a variety of package formats, including npm, PyPI, Maven, and NuGet, making it compatible with your preferred programming languages and tools.
* **Secure and Private Repositories:** Security is paramount, and CodeArtifact allows you to create private repositories to store and control access to your artifacts. You can manage granular permissions using AWS Identity and Access Management (IAM) to regulate who can access, publish, or modify packages.
* **Cost Optimization:** CodeArtifact operates on a pay-as-you-go model, so you only pay for the storage and requests you use.
* **Seamless Integration:** One of the key strengths of CodeArtifact is its seamless integration with other AWS services, including AWS Identity and Access Management (IAM), AWS CloudTrail, and AWS EventBridge.
* **Upstream Repositories:** CodeArtifact enables you to configure upstream repositories, including public repositories like npmjs.com, Maven Central, and PyPI. This means developers can access both internal and external packages from a single source, simplifying dependency management.
### Use Cases for AWS CodeArtifact
Let's delve into some common scenarios where AWS CodeArtifact proves to be an invaluable asset:
**1. Managing Internal Libraries and Components:**
Within organizations, it's common practice to develop shared libraries and components that are reused across multiple projects. CodeArtifact provides a central repository for storing and sharing these internal artifacts, making it easy for teams to discover, consume, and manage them. This fosters code reuse, reduces redundancy, and promotes consistency across projects.
**Technical Implementation:**
* Establish a dedicated CodeArtifact repository for internal artifacts, configuring appropriate access controls to manage permissions for different teams.
* Publish internal libraries and components to this repository using package managers like npm, Maven, or NuGet.
* Update project configuration files to include the CodeArtifact repository as a source for dependencies.
* Leverage dependency management tools to automatically resolve and download dependencies from the CodeArtifact repository during the build process.
**2. Distributing Software Artifacts Securely:**
CodeArtifact can be employed to securely distribute software artifacts to customers or partners. By utilizing CodeArtifact's fine-grained access control mechanisms, organizations can ensure that only authorized entities can access and download the software.
**Technical Implementation:**
* Create a dedicated CodeArtifact repository for each customer or partner, applying appropriate access controls based on their permissions.
* Upload the software artifacts to the corresponding repositories.
* Provide customers or partners with the necessary credentials (e.g., AWS IAM users) to access their designated repositories.
**3. Enforcing Dependency Management Policies:**
Organizations often need to enforce specific dependency management policies, such as prohibiting the use of certain packages or requiring the use of specific versions. CodeArtifact helps to enforce these policies by providing a centralized repository where package versions and metadata can be controlled.
**Technical Implementation:**
* Implement approval workflows for new package versions using AWS services like AWS Lambda and AWS Step Functions. This allows for review and validation of new dependencies before they are made available in the repository.
* Utilize CodeArtifact's repository policies to define rules for package access and version constraints. For example, you can enforce the use of specific package versions or block the use of deprecated packages.
**4. Accelerating Build Times:**
By caching external dependencies locally, CodeArtifact can help to accelerate build times, especially in scenarios where builds are frequent or involve a large number of dependencies. This reduces the time developers spend waiting for dependencies to download, boosting overall developer productivity.
**Technical Implementation:**
* Configure CodeArtifact as a proxy for public package repositories like npmjs.com or Maven Central.
* When a package is requested for the first time, CodeArtifact will download and cache it locally.
* Subsequent requests for the same package will be served from the CodeArtifact cache, resulting in faster retrieval times.
**5. Ensuring Auditability and Compliance:**
CodeArtifact integrates seamlessly with AWS CloudTrail, which logs all API calls made to the service. This enables organizations to track who accessed what artifacts and when, which is crucial for audit and compliance purposes.
**Technical Implementation:**
* Enable AWS CloudTrail logging for CodeArtifact.
* Analyze CloudTrail logs to monitor access patterns, track package downloads, and identify any unauthorized access attempts.
* Integrate CloudTrail logs with security information and event management (SIEM) systems for centralized monitoring and alerting.
### Comparing CodeArtifact with Alternatives
While AWS CodeArtifact provides a robust solution for managing artifacts, it's worth exploring alternative options:
* **JFrog Artifactory:** A widely adopted, feature-rich artifact repository manager known for its robust capabilities in managing binaries and packages across various technologies. It offers advanced features such as artifact promotion pipelines, high availability, and multi-site replication.
* **Sonatype Nexus Repository:** Another popular choice, Sonatype Nexus Repository is recognized for its support for various package formats and its ability to proxy remote repositories. It provides features like artifact security scanning and license analysis, enhancing the security and compliance of your software supply chain.
* **GitHub Packages:** Integrated directly within the GitHub ecosystem, GitHub Packages offers a convenient solution for developers already using GitHub for version control. It provides tight integration with GitHub Actions, making it seamless to publish and consume packages within the GitHub workflow.
When choosing an artifact repository solution, consider your specific needs, including the package formats supported, integration with your existing tools and workflows, security requirements, and budget constraints.
### Conclusion
AWS CodeArtifact offers a comprehensive and scalable solution for managing software artifacts, enabling organizations to streamline their development workflows, improve collaboration, and enhance security. By providing a centralized repository for storing and sharing artifacts, CodeArtifact simplifies dependency management, accelerates build processes, and strengthens the overall integrity of the software development lifecycle. Its seamless integration with other AWS services further enhances its capabilities, making it a valuable asset for organizations of all sizes.
### Advanced Use Case: Building a Secure and Automated CI/CD Pipeline with CodeArtifact, CodePipeline, and CodeBuild
Imagine a scenario where you need to build a highly secure and fully automated continuous integration and continuous delivery (CI/CD) pipeline for deploying a serverless application. Let's leverage the power of AWS CodeArtifact in conjunction with other AWS services:
**Architecture:**
1. **Code Repository:** Developers commit code changes to a version control system like AWS CodeCommit, GitHub, or Bitbucket.
2. **CodePipeline Trigger:** CodePipeline, AWS's fully managed continuous delivery service, is configured to detect code changes in the repository and trigger the pipeline.
3. **CodeBuild Build Stage:** CodeBuild, AWS's fully managed build service, spins up a build environment, downloads the source code from the repository, and installs dependencies. Here's where CodeArtifact plays a crucial role:
* The build environment is configured to pull dependencies from a designated CodeArtifact repository. This repository is pre-populated with both internal libraries and external dependencies, ensuring a consistent and secure source for all build artifacts.
* To further enhance security, you can configure CodeBuild to use AWS Key Management Service (KMS) to encrypt the build artifacts before they are uploaded to CodeArtifact.
4. **CodeArtifact Staging:** Once the build process is complete and all tests pass, the compiled application artifacts are published to a staging repository within CodeArtifact. This repository acts as a pre-production environment for further testing and validation.
5. **Automated Testing and Deployment:** Before deploying to production, automated tests can be executed against the staged artifacts in the staging repository. This helps ensure that the application is functioning as expected.
6. **CodeArtifact Production:** Upon successful testing, the artifacts are promoted to a production repository in CodeArtifact. This repository serves as the source of truth for production deployments.
7. **Deployment:** Finally, CodeDeploy, AWS's fully managed deployment service, can be used to deploy the application artifacts from the production CodeArtifact repository to the target environment, which could be Amazon Elastic Container Service (ECS), AWS Lambda, or Amazon Elastic Compute Cloud (EC2).
**Benefits:**
* **Enhanced Security:** By using CodeArtifact, you ensure that all dependencies are sourced from a trusted location. KMS encryption adds an extra layer of security for your build artifacts.
* **Increased Automation:** This setup automates the entire software delivery process, from code commit to production deployment.
* **Improved Reliability:** CodeArtifact helps ensure consistent and reliable builds by providing a central repository for dependencies.
* **Centralized Artifact Management:** You get centralized control over all your build artifacts, simplifying dependency management and improving traceability.
This advanced use case illustrates how AWS CodeArtifact can be a pivotal component in building secure, efficient, and highly automated CI/CD pipelines, fostering a robust and streamlined software development lifecycle.
| virajlakshitha | |
1,897,459 | Unveiling the Power of DSA: A Comprehensive Guide to Data Structures and Algorithms | Imagine you're trying to find a book in a massive library without any catalog. Sounds overwhelming,... | 0 | 2024-06-23T03:05:55 | https://dev.to/sadrul_vala_315ccc7520938/unveiling-the-power-of-dsa-a-comprehensive-guide-to-data-structures-and-algorithms-2loj | dsa, coding, leetcode, interview | Imagine you're trying to find a book in a massive library without any catalog. Sounds overwhelming, right? Now, picture having a detailed map of the library, where every section, shelf, and book is meticulously organized. This is the magic of Data Structures and Algorithms (DSA). In the world of programming, DSA is the secret sauce that transforms chaotic code into efficient, elegant solutions. Whether you’re cracking technical interviews or developing high-performance applications, understanding DSA is essential. Let's dive into this fascinating world and discover why DSA is the backbone of efficient programming.
## **Understanding Data Structures**
A data structure is a way of organizing and storing data in a computer so that it can be used efficiently. It defines a particular way of organizing data in a computer's memory or in storage for efficient access and modification.
> Key Aspects:
- Organization: Data structures organize data elements and their relationships with each other.
- Operations: They provide methods or operations to access and manipulate the data efficiently.
- Efficiency: Data structures are designed to optimize the use of resources such as time and space.
- Applications: They are used in various algorithms and software applications to store and manage data effectively.
> Types of Data Structures:
1. Primitive Data Structures: Simple data types like integers, floats, characters, etc.
2. Linear Data Structures: Elements are arranged in a linear sequence, e.g., arrays, linked lists, stacks, queues.
3. Non-linear Data Structures: Elements are not arranged in a sequence, e.g., trees, graphs.
4. Homogeneous and Heterogeneous Data Structures: Structures where all elements are of the same type or of different types, respectively.
**Basic Types of Data Structures:**
> Arrays:
- Description: A fixed-size collection of elements, each identified by an index.
- Advantages: Simple, fast access (O(1) for reads/writes).
- Disadvantages: Fixed size, inefficient inserts/deletes.
- Example: Representing a list of daily temperatures.
- Visualization:
```
Index: 0 1 2 3 4
Value: 30 32 28 31 29
```
> Linked Lists:
- Description: A collection of nodes, where each node contains data and a reference to the next node.
- Advantages: Dynamic size, efficient inserts/deletes.
- Disadvantages: Inefficient random access (O(n)).
- Example: Managing a playlist of songs.
- Visualization:
```
[Head] -> [Song 1] -> [Song 2] -> [Song 3] -> [Tail]
```
> Stacks:
- Description: A collection of elements with Last-In-First-Out (LIFO) access.
- Advantages: Simple implementation, efficient push/pop operations.
- Disadvantages: Limited access (only to the top element).
- Example: Implementing undo functionality in software.
- Visualization:
```
Top
[Undo 3]
[Undo 2]
[Undo 1]
```
> Queues:
- Description: A collection of elements with First-In-First-Out (FIFO) access.
- Advantages: Efficient enqueues and dequeues.
- Disadvantages: Limited access (only to the front/rear elements).
- Example: Managing tasks in a print queue.
- Visualization:
```
Front -> [Task 1] -> [Task 2] -> [Task 3] -> Rear
```
> Trees:
- Description: A hierarchical structure with a root node and child nodes.
- Advantages: Efficient hierarchical data representation, fast search/insert/delete operations in balanced trees.
- Disadvantages: Complexity in implementation and balancing.
- Example: Organizing files and directories.
- Visualization:
```
[Root]
/ | \
[A] [B] [C]
/ \
[D] [E]
```
> Graphs:
- Description: A set of vertices connected by edges, useful for modeling relationships.
- Advantages: Flexible representation of complex relationships.
- Disadvantages: Complexity in traversal and pathfinding.
- Example: Representing social networks.
- Visualization:
```
[Alice] -- [Bob]
| / |
[Carol] -- [Dave]
```
> Hash Tables:
- Description: A data structure that maps keys to values for efficient lookup.
- Advantages: Fast lookups, inserts, and deletes (average O(1)).
- Disadvantages: Potential for hash collisions, requires good hash functions.
- Example: Implementing a phone book.
- Visualization:
```
{ "John": 12345, "Jane": 67890, "Jake": 54321 }
```
## **Understanding Algorithm**
An algorithm is a step-by-step procedure or set of instructions designed to solve a specific problem or accomplish a specific task. In the context of computer science and programming, algorithms are essential as they provide a clear and precise method for solving problems that can be implemented and executed by a computer.
> Key Aspects:
- Clear and Unambiguous: Algorithms are defined in terms of precise steps that leave no room for ambiguity. Each step must be well-defined and executable.
- Input and Output: An algorithm takes some input (which may be zero or more values) and produces some output (which may also be zero or more values) based on those inputs.
- Finite: Algorithms must terminate after a finite number of steps. They cannot go on indefinitely and must eventually produce a result.
- Effective: Algorithms are designed to be practical and efficient. They should use a reasonable amount of resources (time and space) to solve the problem within a reasonable timeframe.
**Types of Algorithms:**
> Sorting Algorithm:
- Description: Arrange data in a specified order.
- Examples: Bubble Sort, Quick Sort, Merge Sort.
- Pseudocode (Merge Sort):
```
mergeSort(arr):
if length of arr > 1:
mid = length of arr // 2
leftHalf = arr[:mid]
rightHalf = arr[mid:]
mergeSort(leftHalf)
mergeSort(rightHalf)
merge(arr, leftHalf, rightHalf)
merge(arr, leftHalf, rightHalf):
i = j = k = 0
while i < len(leftHalf) and j < len(rightHalf):
if leftHalf[i] < rightHalf[j]:
arr[k] = leftHalf[i]
i += 1
else:
arr[k] = rightHalf[j]
j += 1
k += 1
while i < len(leftHalf):
arr[k] = leftHalf[i]
i += 1
k += 1
while j < len(rightHalf):
arr[k] = rightHalf[j]
j += 1
k += 1
```
> Searching Algorithm:
- Description: Find specific elements within data structures.
- Examples: Linear Search, Binary Search.
- Pseudocode (Binary Search):
```
binarySearch(arr, target):
low = 0
high = len(arr) - 1
while low <= high:
mid = (low + high) // 2
if arr[mid] == target:
return mid
elif arr[mid] < target:
low = mid + 1
else:
high = mid - 1
return -1
```
> Dynamic Programming:
- Description: Solves problems by breaking them into simpler subproblems and storing results to avoid redundant work.
- Examples: Fibonacci Sequence, Longest Common Subsequence.
- Pseudocode (Fibonacci Sequence):
```
fib(n):
if n <= 1:
return n
if memo[n] != 0:
return memo[n]
memo[n] = fib(n-1) + fib(n-2)
return memo[n]
```
> Greedy Algorithms:
- Description: Make locally optimal choices at each step to find a global optimum.
- Examples: Coin Change Problem, Kruskal's Algorithm.
- Pseudocode (Coin Change):
```
coinChange(coins, amount):
sort(coins in descending order)
count = 0
for coin in coins:
while amount >= coin:
amount -= coin
count += 1
return count if amount == 0 else -1
```
**The Interplay Between Data Structures and Algorithms**
Choosing the appropriate data structure is crucial for optimizing an algorithm's performance. For instance, using a hash table instead of a list can reduce the time complexity of search operations from O(n) to O(1).
**Why Learn DSA?**
> Significance in Computer Science:
DSA forms the bedrock of computer science. They are fundamental for developing efficient and optimized software solutions.
> Importance in Job Interviews:
Tech companies, especially giants like Google, Amazon, and Facebook, heavily focus on DSA in their technical interviews. Mastery of DSA can significantly boost your chances of landing a job in these prestigious firms.
> Role in Software Development:
Efficient data management and problem-solving are crucial for scalable and high-performance applications. DSA enables developers to write code that is not only correct but also optimized for speed and memory usage.
**Learning and Mastering DSA**
> Getting Started:
- Books: "Introduction to Algorithms" by Cormen, Leiserson, Rivest, and Stein; "Data Structures and Algorithm Analysis in C++" by Mark Allen Weiss.
- Online Courses: Coursera, edX, Udacity, and freeCodeCamp offer excellent courses on DSA.
- Practice Platforms: LeetCode, HackerRank, CodeSignal, and Codeforces provide a wealth of problems to practice and hone your skills.
> Study Strategies:
- Consistent Practice: Regularly solve problems to build and reinforce your understanding.
- Understand the Basics: Grasp fundamental concepts before moving to advanced topics.
- Analyze Algorithms: Study the time and space complexity to understand the efficiency of your solutions.
Feel free to bookmark 🔖 even if you don't need this for now.
Follow me for more interesting posts and to fuel my writing passion!
| sadrul_vala_315ccc7520938 |
1,897,456 | One Byte Explainer: Big O notation | This is a submission for DEV Computer Science Challenge v24.06.12: One Byte Explainer. ... | 0 | 2024-06-23T03:01:40 | https://dev.to/dchaley/one-byte-explainer-big-o-notation-5h86 | devchallenge, cschallenge, computerscience, beginners | *This is a submission for [DEV Computer Science Challenge v24.06.12: One Byte Explainer](https://dev.to/challenges/cs).*
## Explainer
My code runs in seconds for 3 inputs but takes hours for 100, why? Consider: 3 people can all shake hands in 3 exchanges. But for 100 people (33x) it takes 4,950 (1650x)! Big O math represents runtime’s growth at scale by only keeping its main factors.
## Additional Context
TEAM MEMBERS: @dchaley @lynnlangit
| dchaley |
1,897,454 | One Byte Explainer: the Halting Problem | This is a submission for DEV Computer Science Challenge v24.06.12: One Byte Explainer. ... | 0 | 2024-06-23T02:57:11 | https://dev.to/dchaley/one-byte-explainer-the-halting-problem-p18 | devchallenge, cschallenge, computerscience, beginners | *This is a submission for [DEV Computer Science Challenge v24.06.12: One Byte Explainer](https://dev.to/challenges/cs).*
## Explainer
Is this loop actually infinite, or will it eventually finish? In 1936, Alan Turing used his Machine to show we can’t know. Consider a program that checks if it stops and if true: loops forever. A paradox! Some problems are literally impossible: avoid them.
## Additional Context
For interest, here is the paradox:
* If the halting check is true, then the program loops forever… even though the check says it halts.
* If the halting check is false, then the program stops… even though the check says it never halts.
TEAM MEMBERS: @dchaley @lynnlangit | dchaley |
1,897,453 | Vacuum Lifting Systems: Precision Handling for Delicate Materials | screenshot-1719084825960.png Vacuum Lifting Systems: The Amazing Tool for Handling Delicate... | 0 | 2024-06-23T02:53:59 | https://dev.to/homans_eopind_b62b995dbb6/vacuum-lifting-systems-precision-handling-for-delicate-materials-53fi | cars, grille, automotive, carservices | screenshot-1719084825960.png
Vacuum Lifting Systems: The Amazing Tool for Handling Delicate Materials
Have you ever had difficulty moving delicate materials? Are you tired of using your bare hands and risking damaging materials? If so, vacuum lifting systems are what you need! The vacuum lifting systems provide precision handling for delicate materials and make your work easier and more efficient. It is an innovative tool that brings ease and safety in handling delicate materials.
Advantages of Vacuum Lifting Systems
Vacuum lifting systems provide a load-bearing capacity that allows you to lift and move delicate materials of various sizes and shapes without damaging them
This amazing tool is easy to use efficient and reduces the risk of accidents
It provides the solution that is perfect intricate hazardous and challenging lifting of items such as glass ceramics metals plastics and wood
Innovation in Vacuum Lifting Systems
Vacuum lifting systems use advanced technology that allows them to be operated with ease
With the vacuum lifter that is high-tech you can select the right suction pad and suction force for the material you are handling without worrying about damaging it
This tool that is innovative rotate and tilt the material with ease ensuring that the material is correctly positioned for your task
Safety of Vacuum Lifting Systems
The safety of vacuum lifting systems is unbeatable
They provide a secure grip on your materials and ensure that you do not expose yourself to harmful situations while working
The absence of slings or hooks eliminates any likelihood of material damage
Workers can work with the materials without being in any physical contact with the object protecting them from any hazardous material
The Use of Vacuum Lifting Systems
Vacuum systems that are lifting very straightforward to use and users can operate them with minimal training
To lift an object you begin by positioning the suction pad on the object's surface activating the vacuum pump and lifting the object
The vacuum lifter systems allow you to efficiently work quickly and ensuring that the job is done on time while minimizing the chances of damaging your materials
Vacuum lifting systems are versatile and can be used in various industries including construction glass and metal production to name a few
How to Use Vacuum Lifting Systems
Getting the best use out of a vacuum lifting system involves following a few essential steps
First you must identify the suction pad that will correctly fit the object you're lifting; incorrect suction pads may damage or compromise the load's safety
Then turn on the vacuum pump creating a vacuum between the suction pad and the object's surface
Once you have a vacuum that is full you can safely lift the load and move it to its new location
After you finish turn off the vacuum pump and remove the suction pad ensuring the materials are safely set down
Quality Service in Vacuum Lifting Systems
The quality of service offered by vacuum lifting system manufacturers is unmatched
Made from high-quality materials these systems have been tested and proven to be safe and reliable
Manufacturers of vacuum lifting systems improve their performance continuously to meet customers' ever-changing needs
Reliable manufactures offer a range of services including installation maintenance and operations training
Regular maintenance by an technician that is authorized ensure the system is safe efficient and reliable and it operates at optimal capacity
Applications of Vacuum Lifting Systems
Vacuum lifting systems are an tool that is essential various industries
From glass and manufacturing that is ceramic metalworking and construction materials, vacuum lifting equipment make it easy to lift and transport cumbersome objects
They are the perfect solution for handling delicate objects or items with an awkward or complex shape
They can be used with various objects including large sheets of glass panels glazing units and many other items
In conclusion, vacuum lifting systems provide precision handling for delicate materials, making your work easier, more efficient, and safer. The innovative technology provides ease of use and reduces the risk of accidental damage, ensuring maximum safety for workers. With proper training on how to use them correctly, vacuum lifting systems will help improve your business operations, making your work faster, safer and more efficient.
Source: https://www.vacuumeasylifter.com/application/vacuum-lifting | homans_eopind_b62b995dbb6 |
1,897,451 | THE 3 BEST VS CODE EXTENSIONS ✨ | I made a bunch of vs code extension posts previously and all of them got solid response 😁. So, today... | 0 | 2024-06-23T02:47:10 | https://dev.to/mince/vs-code-extension-that-are-a-must-use-1d7 | webdev, javascript, beginners, programming | I made a bunch of vs code extension posts previously and all of them got solid response 😁. So, today let's look at 3 extension that I regularly use in my daily code. All the 3 extensions are a must download so make sure you go through the whole post for my views and opinions on those extensions
## Live server 🛜
When I started my dev journey. I copied the path of my file and paste it Google for a preview. Then, I used to refresh everytime I made a change. It was really annoying 😞. Later, I used to create a vite project everytime I wanted to make something for that
`npm run dev` command. But after I found out this awesome extension. Everything could be done in the matter of a click 😁. Just switch this extension on and click the internet icon on the vs code taskbar and you are off to go ! I give this extension a solid 8/10
RATING: ⭐⭐⭐⭐⭐⭐⭐⭐
## CODY
This time it is not about productivity and this is about a code. Cody is an Ai co-pilot kind of extension which is really good 👍. I tried every AI extension in vs code extension and so far this is the best. 15 reactions and there will be an Ai extension showdown. Cody has an awesome extension UI and it is really good coming to my Ai part. I never tried co-pilot because of this. Just search for Cody and install it. Then, sign in and switch it on. You will have some good recommendations now onwards. I will give this a solid 8.5/10
Rating: ⭐⭐⭐⭐⭐⭐⭐⭐🌗
## VS CODE PETS 🐶
This extension is simply a vs code extension window which starts with a pet and you can delete or add a wide range of pets and you can name them !! Then you can throw a ball, pet them and have satisfied time while coding in vs code. I loved it. Just download the extension and that's all. Nothing else to say about this extension. But, trust me this extension is awesome 👍. I give this a 10/10 for the really satisfying thought.
Rating: ⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐
## Thanks for reading
Just comment what you want to read next !
---------------Edit----------------
This post crossed 3K views, thanks guys !!
| mince |
1,897,450 | Comparing JavaScript and TypeScript: Key Differences and Features | JavaScript and TypeScript share many similarities, but TypeScript extends JavaScript by adding static... | 0 | 2024-06-23T02:41:58 | https://dev.to/vyan/comparing-javascript-and-typescript-key-differences-and-features-1fm7 | webdev, javascript, typescript, react | JavaScript and TypeScript share many similarities, but TypeScript extends JavaScript by adding static types and other powerful features that enhance code quality and development experience. In this blog, we will compare various aspects of JavaScript (JS) and TypeScript (TS), including handling `this`, type annotations, and error handling, among others.
## Handling `this`
### JavaScript
In JavaScript, the value of `this` depends on how a function is called. This can lead to some confusion and unexpected behavior.
```javascript
const obj = {
name: "Alice",
greet: function() {
console.log(this.name);
},
};
obj.greet(); // Alice
const greet = obj.greet;
greet(); // undefined (or global object in non-strict mode)
```
In the example above, `this` refers to `obj` when `greet` is called as a method, but when the method is assigned to a variable and called, `this` is not bound to `obj`.
### TypeScript
TypeScript doesn't change how `this` works in JavaScript, but it provides better tools to ensure `this` is used correctly.
```typescript
class Person {
name: string;
constructor(name: string) {
this.name = name;
}
greet() {
console.log(this.name);
}
}
const alice = new Person("Alice");
alice.greet(); // Alice
const greet = alice.greet;
greet(); // undefined
```
TypeScript classes help mitigate `this` issues by enforcing type checks and providing compile-time errors if `this` is used incorrectly.
### Arrow Functions
Both JavaScript and TypeScript support arrow functions, which do not have their own `this` context. Instead, they inherit `this` from the enclosing scope.
```javascript
function Timer() {
this.seconds = 0;
setInterval(() => {
this.seconds++;
console.log(this.seconds);
}, 1000);
}
const timer = new Timer();
```
In the example above, the arrow function inside `setInterval` ensures `this` refers to the `Timer` instance.
## Type Annotations
### JavaScript
JavaScript is a dynamically typed language, meaning variables can change types at runtime.
```javascript
let message = "Hello, world!";
message = 42; // No error, but not ideal
```
### TypeScript
TypeScript introduces static types, allowing developers to declare variable types explicitly. This helps catch type-related errors during development.
```typescript
let message: string = "Hello, world!";
// message = 42; // Error: Type 'number' is not assignable to type 'string'
```
Using type annotations, TypeScript provides compile-time checks, preventing type mismatches.
## Interfaces
### JavaScript
JavaScript doesn't have built-in support for interfaces, but developers often use objects and JSDoc annotations to mimic interface-like behavior.
```javascript
/**
* @typedef {Object} User
* @property {string} name
* @property {number} age
*/
/**
* @param {User} user
*/
function printUser(user) {
console.log(`Name: ${user.name}, Age: ${user.age}`);
}
const user = { name: "Alice", age: 30 };
printUser(user);
```
### TypeScript
TypeScript has native support for interfaces, providing a clear and concise way to define the shape of an object.
```typescript
interface User {
name: string;
age: number;
}
function printUser(user: User) {
console.log(`Name: ${user.name}, Age: ${user.age}`);
}
const user: User = { name: "Alice", age: 30 };
printUser(user);
```
TypeScript interfaces ensure objects adhere to the specified structure, improving code reliability and readability.
## Classes and Inheritance
### JavaScript
JavaScript classes were introduced in ES6, providing a syntactical sugar over the existing prototype-based inheritance.
```javascript
class Person {
constructor(name) {
this.name = name;
}
greet() {
console.log(`Hello, my name is ${this.name}`);
}
}
class Employee extends Person {
constructor(name, jobTitle) {
super(name);
this.jobTitle = jobTitle;
}
greet() {
console.log(`Hello, my name is ${this.name} and I am a ${this.jobTitle}`);
}
}
const alice = new Employee("Alice", "Developer");
alice.greet(); // Hello, my name is Alice and I am a Developer
```
### TypeScript
TypeScript builds on JavaScript classes by adding type annotations, visibility modifiers, and better type safety.
```typescript
class Person {
protected name: string;
constructor(name: string) {
this.name = name;
}
greet() {
console.log(`Hello, my name is ${this.name}`);
}
}
class Employee extends Person {
private jobTitle: string;
constructor(name: string, jobTitle: string) {
super(name);
this.jobTitle = jobTitle;
}
greet() {
console.log(`Hello, my name is ${this.name} and I am a ${this.jobTitle}`);
}
}
const alice = new Employee("Alice", "Developer");
alice.greet(); // Hello, my name is Alice and I am a Developer
```
TypeScript classes enhance JavaScript classes by providing features like private and protected members, ensuring better encapsulation and code safety.
## Generics
### JavaScript
JavaScript doesn't have built-in support for generics. Developers often use flexible types and runtime checks to handle generic-like behavior.
```javascript
function identity(arg) {
return arg;
}
console.log(identity(42)); // 42
console.log(identity("Hello")); // Hello
```
### TypeScript
TypeScript supports generics, enabling developers to create reusable components with flexible types while maintaining type safety.
```typescript
function identity<T>(arg: T): T {
return arg;
}
console.log(identity<number>(42)); // 42
console.log(identity<string>("Hello")); // Hello
```
Generics in TypeScript allow for creating functions and classes that can operate on various types while still providing compile-time type checks.
## Error Handling
### JavaScript
JavaScript uses `try`, `catch`, and `finally` for error handling, allowing developers to catch and handle runtime errors.
```javascript
try {
throw new Error("Something went wrong!");
} catch (error) {
console.error(error.message);
} finally {
console.log("Cleanup code here");
}
```
### TypeScript
TypeScript uses the same error handling mechanisms as JavaScript but benefits from type annotations to improve error detection during development.
```typescript
try {
throw new Error("Something went wrong!");
} catch (error) {
if (error instanceof Error) {
console.error(error.message);
}
} finally {
console.log("Cleanup code here");
}
```
TypeScript's type system can catch errors related to incorrect handling of exceptions, providing additional safety and reliability.
## Conclusion
JavaScript and TypeScript are both powerful tools for web development. JavaScript offers flexibility and ease of use, while TypeScript builds on this foundation by adding static types, interfaces, generics, and other features that improve code quality and developer experience. By understanding the differences and leveraging the strengths of both languages, developers can write more robust, maintainable, and scalable applications. Whether you stick with JavaScript or adopt TypeScript, mastering these concepts will enhance your coding skills and project success. | vyan |
1,897,449 | GDSC FEST' 24 | 🌟 Exciting News! 🌟 I’m thrilled to share that I have designed the official website for GDSC-FEST... | 0 | 2024-06-23T02:34:55 | https://dev.to/vikash_uvi/gdsc-fest-24-j0f | 🌟 Exciting News! 🌟
I’m thrilled to share that I have designed the official website for GDSC-FEST '24! 🎉
It’s been an incredible journey collaborating with the dynamic team at Google Developer Student Clubs to create a platform that captures the spirit and innovation of this amazing event. From seamless user experience to captivating visuals, every element has been crafted with passion and precision.
Check out the https://gdscfest.netlify.app/💻✨
A big thank you to everyone involved for their support and creativity. Looking forward to seeing you all at GDSC-FEST '24!
#WebDesign #GDSCFEST24 #UIUX #WebDevelopment #TechEvents #GoogleDeveloperStudentClubs #ProudMoment | vikash_uvi | |
1,897,447 | GDSC - WOW Tamilnadu | I’m happy to announce that I have created the official website for Tamil Nadu’s biggest GDSC event:... | 0 | 2024-06-23T02:24:40 | https://dev.to/vikash_uvi/gdsc-wow-tamilnadu-4c8p | I’m happy to announce that I have created the official website for Tamil Nadu’s biggest GDSC event: GDSC WOW Tamilnadu
Using the power of Tailwind CSS and HTML, I was able to build a sleek, responsive, and user-friendly site that showcases all the exciting details of the event.
Thanks to : Vishnudhasan Govindarajan for providing this opportunatiy.
A big thank you to ChatGPT for providing invaluable assistance throughout the development process. Your help made this journey smoother and more enjoyable.
Check out the website and join us for an amazing experience at GDSC WOW Tamilnadu
link : https://lnkd.in/dVsSCk83
#GDSC #GDSCWOWTamilNadu2K24 #WebDevelopment #TailwindCSS #HTML #ChatGPT #TechInnovation | vikash_uvi | |
1,897,443 | Navigating Complex Trade Routes: International Express Logistics Insights | Navigating Complex Trade Routes: International Express Logistics Insights Trade has been happening... | 0 | 2024-06-23T02:10:30 | https://dev.to/homans_eopind_b62b995dbb6/navigating-complex-trade-routes-international-express-logistics-insights-47m3 | freight, shipping, logistics | Navigating Complex Trade Routes: International Express Logistics Insights
Trade has been happening for centuries with individuals items that are exchanging services across various countries and continents. But with all the noticeable modifications in technology while the world becoming more connected trade has be more complex and it can be challenging to move goods across edges quickly and properly. This informative article will discuss Air and Sea Freight Logistics and how it will also help navigate the trade is complex
What's International Express Logistics
International Express Logistics refers to your ongoing services supplied by logistics companies that enable businesses to maneuver goods across borders quickly and effortlessly. These services include shipping customs clearance warehousing inventory management and transportation. With International Express Logistics businesses can transport goods from one country to another in a matter of a few short days allowing them to take advantage of new opportunities and expand their reach
Advantages of International Express Logistics
Using International Express Logistics is sold with several advantages that businesses can reap the benefits of. Firstly businesses can save your self significant amounts of money and time using these services. They are able to send their to different parts of the world without worrying all about delays and transportation is extra. With quicker deliveries businesses can fill clients' orders quicker going for a advantage is competitive. Moreover, International Express Logistics businesses offer customized solutions which can be tailored to businesses' requirements allowing them to pay attention to their core operations
Innovation
Innovation is essential in the logistics industry and International Express Logistics businesses are constantly looking for new ways to improve their services. They invest in technology that enables them to track and monitor shipments in real-time and gives better communication channels for businesses and customers. GPS tracking systems help organizations monitor shipments and locate them at any right time making the transport process safer and safer
Safety
Reliability and security are very important when it comes to goods that are transporting borders. With International Express Logistics organizations can be assured that their goods will properly be handled and securely. These services utilize advanced technologies and procedures to ensure products are transported effectively and without damage. They additionally adhere to international criteria and regulations minimizing the risk of delays and fines
Usage
International Express Logistics is suitable for businesses that wish to transport items across borders quickly and safely. It is great for high-value products and time-sensitive products such as for example pharmaceuticals electronics and items that are perishable. Businesses can use Logistics Transportation Services to transport products to brand new markets expand their reach and find opportunities that are brand new
How to Use
Using International Express Logistics is straightforward and easy. Businesses have to find a logistics provider that offers these ongoing services and set up an account. Once the account is put up businesses can spot orders track shipments and manage their inventory using the provider's online platform. The logistics provider will manage all the paperwork is necessary laws reducing the burden on companies
Service Quality
The quality of service provided by International Express Logistics businesses is important. Experienced and organizations that are reliable timely and accurate services which makes it easier for businesses to manage their operations. Moreover they have efficient communication networks allowing businesses to track their deliveries and get updates on the transportation process
Application
International Express Logistics can be used in many industries including manufacturing, retail, medical, and aerospace. The freight forwarding services are really is suitable for businesses that want to transport goods across borders quickly and safely giving them a advantage is competitive permitting them to expand their reach.
Source: https://www.yxanok.com/application/Air-and-Sea-Freight-Logistics
| homans_eopind_b62b995dbb6 |
1,897,442 | A tool that combines force-directed graphs and flow charts | In the evolving landscape of data visualization, finding the right tool that caters to diverse needs... | 0 | 2024-06-23T02:07:40 | https://dev.to/fridaymeng/a-tool-that-combines-force-directed-graphs-and-flow-charts-3okn | In the evolving landscape of data visualization, finding the right tool that caters to diverse needs can be challenging. Enter AddGraph, a revolutionary tool designed to seamlessly combine the functionalities of force-directed graphs and flow charts. Whether you're an analyst, a data scientist, or a project manager, AddGraph offers a versatile platform to visualize complex relationships and processes effectively. Visit [addgraph.com](addgraph.com) to explore its powerful features and transform your data into meaningful insights.

What is AddGraph?
AddGraph is an innovative visualization tool that merges the strengths of force-directed graphs and flow charts. Force-directed graphs are perfect for displaying relational data, where nodes represent entities and edges represent connections. On the other hand, flow charts excel in illustrating processes, workflows, and hierarchical structures. By integrating these two visualization methods, AddGraph provides a comprehensive solution for users who need to represent both relational and procedural data in a single, cohesive framework.
Key Features
Hybrid Visualization:
AddGraph allows users to create visualizations that incorporate elements of both force-directed graphs and flow charts. This hybrid approach ensures that users can represent complex data structures and processes simultaneously.
User-Friendly Interface:
The intuitive drag-and-drop interface makes it easy for users to design and customize their graphs and charts. With a minimal learning curve, even beginners can quickly get up to speed and start creating professional-quality visualizations.
Customizable Layouts:

AddGraph offers a variety of layout options to suit different visualization needs. Users can choose from predefined templates or customize their own layouts to best represent their data.
Interactive Elements:
Interactive features such as zooming, panning, and node interaction enable users to explore their visualizations in depth. These interactions make it easier to understand complex data relationships and workflows.
Data Integration:
Seamlessly import data from json. AddGraph supports real-time data updates, ensuring your visualizations are always up-to-date.
Collaboration Tools:
Export your visualizations in various formats, such as SVG. Easily embed your visualizations in presentations, reports, or websites to share your insights with a broader audience.
Use Cases
Network Analysis:
Visualize social networks, communication patterns, and other relational data using force-directed graphs to uncover hidden connections and insights.
Process Mapping:
Use flow charts to map out business processes, project workflows, and decision trees, ensuring clarity and efficiency in your operations.
Project Management:
Combine task dependencies and project timelines in a single view, allowing for better planning and resource allocation.
Educational Purposes:
Teachers and educators can create interactive diagrams to explain complex concepts and relationships, enhancing the learning experience for students.
Why Choose AddGraph?
AddGraph stands out in the crowded field of data visualization tools by offering a unique blend of force-directed graphs and flow charts. This combination provides unparalleled flexibility and functionality, making it suitable for a wide range of applications. With its user-friendly interface, robust feature set, and seamless data integration, AddGraph empowers users to turn their data into actionable insights and compelling stories.
Ready to revolutionize your data visualization experience? Visit [addgraph.com/leftRight](addgraph.com/leftRight) today and discover how AddGraph can help you make sense of your data like never before. | fridaymeng | |
1,897,441 | How to Contribute to Laravel: A Step-by-Step Guide | Every laravel developer has this wish to contribute to laravel, but it's hard to find a starting... | 0 | 2024-06-23T02:01:16 | https://msamgan.com/how-to-contribute-to-laravel-a-step-by-step-guide | laravel, opensource | Every laravel developer has this wish to contribute to laravel, but it's hard to find a starting point on how to do that. where to start, how this, what that, all these questions and searching on the internet won't be much of a help. There are many articles on how to do laravel but almost no detailed information on how to contribute to this master framework.
In this article, we will try to find out answers to some of those questions.
## Familiarize Yourself with Laravel
Before jumping in the contributing, I would highly recommend that you familiarize yourself with laravel. it can be done in the following three ways.
- Read the Documentation
- Build Projects
- Engage with the Community
If you think you have overcome the above-mentioned requirement, let's get started.
## Fork the Laravel Framework Repository
The first step in the contribution is to fork the [laravel framework repository](https://github.com/laravel/framework) in your GitHub account.

Pro Tip: While forking uncheck the latest release branch only check. Else you will have only the latest release branch in your account.
## Local Setup
Follow the steps below to set up the workflow on your local machine.
### Create a new Laravel project
Create a new laravel project. You can get instructions for that from [here](https://laravel.com/docs/11.x/installation). As of this time, laravel 11 is the latest version so that will be our base for the work. Once you have the setup up and running we will start our development changes. You can also use the following command.
```
composer create-project laravel/laravel laravel-app
```
### Clone the Fork on your machine
Use the following command to clone the fork to your local machine
```
git clone "path to your git repository"
```
Pro Tip: I suggest making the directory structure as shown in the picture below.

## Updating the composer.json
Once all the things are in place, update the content of composer.json with the following content.
```
"minimum-stability": "dev",
"repositories": [
{
"type": "path",
"url": "../laravel-framework"
}
]
```
After that run composer update
Now you have your Laravel app using your local copy of the laravel framework.
## Create a Feature or Bug Branch
Create a [new branch](https://github.com/laravel/framework/issues/new/choose) on your local machine and make the required changes. You can use the following command to create a new branch.
```
git checkout -b feature/new-feature
```
Once the changes are done, push the changes to your repository.
## Create a new Issue and submit the PR about that issue.
Create a [new issue](https://github.com/laravel/framework/issues/new/choose) in the parent repository, in our case the [laravel/framework](https://github.com/laravel/framework) repository. Be as detailed as you can be for the update you are doing.

And there we go. You have your contribution done. Ones verified by the Laravel maintainers it can move forward.
Fell free to comment below in case of feedback or questions.
{% youtube fBdlp1w32TA %}
| msamgan |
1,897,389 | Understanding Type Guards in Effect-TS: Ensuring Safe Option Handling | In functional programming, handling optional values effectively and safely is paramount. Effect-TS... | 0 | 2024-06-22T23:35:12 | https://dev.to/almaclaine/understanding-type-guards-in-effect-ts-ensuring-safe-option-handling-4476 | effect, typescript, javascript, functional | In functional programming, handling optional values effectively and safely is paramount. Effect-TS provides robust tools to manage Option types, ensuring that developers can handle the presence or absence of values in a type-safe manner. One critical aspect of working with Option types is understanding and using type guards. In this article, we'll explore how to use various type guards provided by Effect-TS to check and handle Option types effectively.
## What is an Option?
An `Option` type represents a value that may or may not exist. It encapsulates an optional value with two possible states:
- `Some(value)`: Represents a value that exists.
- `None`: Represents the absence of a value.
## Type Guards in Effect-TS
Type guards are functions that allow you to narrow down the type of a variable within a conditional block. Effect-TS provides several type guards for working with `Option` types, helping to ensure that your code handles optional values safely and correctly.
## Example 1: Checking if a Value is an Option
The `O.isOption` function checks if a given value is of the `Option` type. This is useful for ensuring that a value is an `Option` before performing further operations.
```typescript
import { Option as O } from 'effect';
function guards_ex01() {
const some = O.some(1); // Create an Option containing the value 1
const none = O.none(); // Create an Option representing no value
console.log(O.isOption(some)); // Output: true (since `some` is an Option)
console.log(O.isOption(none)); // Output: true (since `none` is an Option)
console.log(O.isOption(1)); // Output: false (since 1 is not an Option)
}
```
## Example 2: Checking if an Option is Some
The `O.isSome` function checks if an `Option` is a `Some` variant, meaning it contains a value.
```typescript
import { Option as O } from 'effect';
function guards_ex02() {
const some = O.some(1); // Create an Option containing the value 1
const none = O.none(); // Create an Option representing no value
console.log(O.isSome(some)); // Output: true (since `some` is a Some)
console.log(O.isSome(none)); // Output: false (since `none` is not a Some)
}
```
Here, `O.isSome` returns `true` for an `Option` containing a value (some) and `false` for an Option representing no value (none).
## Example 3: Checking if an Option is None
The `O.isNone` function checks if an `Option` is a `None` variant, meaning it represents the absence of a value.
```typescript
import { Option as O } from 'effect';
function guards_ex03() {
const some = O.some(1); // Create an Option containing the value 1
const none = O.none(); // Create an Option representing no value
console.log(O.isNone(some)); // Output: false (since `some` is not a None)
console.log(O.isNone(none)); // Output: true (since `none` is a None)
}
```
In this example, `O.isNone` correctly identifies that some is not a `None`, returning `false`, and that none is a `None`, returning `true`.
## Example of Using Type Guards in Effect-TS
Type guards are essential tools in TypeScript for refining the type of a variable within a specific scope. In the context of Effect-TS, type guards can help ensure that we handle `Option` types safely and correctly. Below, we will demonstrate a practical example of using type guards with `Option` types in a function that processes an optional value.
## Practical Example: Using Type Guards to Process an Optional Value
Let’s create a function that processes a potentially optional value. If the value is present (Some), it will perform an operation on the value. If the value is absent (None), it will handle the absence accordingly.
```typescript
import { Option as O } from 'effect';
// Function to process an optional value
function processOption(option: O.Option<number>): string {
// Using type guard to check if the option is Some
if (O.isSome(option)) {
// If the option is Some, we can safely access the value
const value = option.value;
return `The value is ${value}`;
} else {
// If the option is None, handle the absence of value
return 'No value present';
}
}
// Example usage
const someOption = O.some(42);
const noneOption = O.none();
console.log(processOption(someOption)); // Output: The value is 42
console.log(processOption(noneOption)); // Output: No value present
```
## Explanation
1. Defining the Function:
- The `processOption` function takes an `Option<number>` as its parameter.
- It uses the `O.isSome` type guard to check if the option is a `Some` variant.
2. Using the Type Guard:
- If `O.isSome(option)` returns `true`, it means the option is a `Some` variant, and we can safely access its value property.
- If `O.isSome(option)` returns `false`, the option is a `None` variant, and we handle the absence of a value appropriately.
## Conclusion
Type guards in Effect-TS provide a powerful way to handle `Option` types safely and effectively. By using functions like `O.isOption`, `O.isSome`, and `O.isNone`
, developers can ensure that their code handles optional values correctly, reducing the risk of errors and improving code clarity.
While this approach may introduce some verbosity, the benefits of increased type safety and explicit handling of all possible cases far outweigh the costs. These type guards are especially valuable in high-value or complex software systems, where reliability and maintainability are paramount. Additionally, this style of programming facilitates higher-order patterns and emergent behavior, enabling the development of sophisticated and adaptive software architectures.
By leveraging these tools, developers can write more robust, readable, and maintainable code, ensuring that their applications handle optional values gracefully and effectively.
| almaclaine |
1,892,115 | How content creation helped me land my first tech job? | Getting the first job is the hardest. It is also frustrating when you apply for countless jobs but... | 0 | 2024-06-23T01:54:58 | https://www.coderamrin.com/blog/how-content-creation-helped-me-land-my-first-tech-job | job, beginners, programming, career | Getting the first job is the hardest. It is also frustrating when you apply for countless jobs but don't hear back.
Even if you get a call back you have to face countless meetings and assessments.
But, it doesn’t have to be that way.
Nowadays, you can build your presence on social media. It shows what you are capable of doing.
That way instead of you applying for the job, the job will find you!
In this article, I will share my story of how I managed to land my first job by creating content.
So, let’s get started.
### The Beginning
In the beginning, I started with the traditional approach. Applying to hundreds of jobs and never getting a callback.
Even If I got a few callbacks, I would get an assessment, and after I submitted they would never call (Skill issues 🤣🤣)
So, I was going nowhere. Then I decided not to apply and do the assessment for free. I started to create videos on YouTube and write articles (I had free time I could do all).
Then I would share my videos and articles on Twitter.
While doing all these I was taking freelance projects here and there.
### The Big day
As I focused on creating and sharing content, something unexpected happened. I received a call from a potential employer, who found my work online.
Initially, I thought it was a friend, but it turned out to be a job opportunity.
They asked me to create a video for their product.
After creating a video for their product, they offered me a position as a Support Engineer. I started part-time, handling client queries and updating documentation.
Two months later, I transitioned to a front-end developer role in the same company.
### Creating Content
Now, you might be wondering what type of content to create. It doesn't have to be complicated.
If you love being in front of a camera you can create videos, if you don’t like that you can start a blog.
If blogging sounds too much effort start by tweeting.
Once you choose the platform your question might be what should I write/create videos about?
Here are a few ideas to get you started:
1. Build projects and write about them.
2. Write about the problem you solved.
3. Share what you learn every day.
4. Write about a book you read.
5. Share your take on a new tech.
The ideas are endless. You just have to start.
Once you start creating content you will get endless ideas.
Don’t forget to share your content on Twitter or any other social media you are active on.
### Conclusion
If you are applying for jobs and going nowhere, then try this approach.
Improve your skills and create content. Your content doesn’t have to be perfect. You have to start. Day by day you will get good at it.
Start today and share your content in the comment section, even if it’s just a tweet or a simple article.
**Connect With Me**
[Twitter/x](https://twitter.com/CoderAmrin)
[Github](https://github.com/coderamrin/)
[LinkedIn](https://www.linkedin.com/in/coderamrin/)
Happy Coding. | coderamrin |
1,897,438 | Monthly Amazon Location Service Updates - 2024.05 | Monthly Amazon Location Service Updates - 2024.05 This is a summary of the May updates... | 0 | 2024-06-23T01:40:24 | https://dev.to/aws-heroes/monthly-amazon-location-service-updates-202405-36me | amazonlocationservice, amplifygeo, amplify, amazonlocationserviceupdates | 
### Monthly Amazon Location Service Updates - 2024.05
<br>
This is a summary of the May updates for Amazon Location Service.
<br>
## 2024.05 Updates
[Amazon Location Service Plugin for QGIS released in OSS](https://github.com/dayjournal/qgis-amazonlocationservice-plugin)
A plugin that enables the use of Amazon Location Service on QGIS has been released in OSS.
<br>
## Other Info
[Amazon Location Service Demo](https://location.aws.com)
Official Amazon Location Service demo.
[Amazon Location Service Developer Guide](https://docs.aws.amazon.com/location/latest/developerguide)
Official Amazon Location Service Documentation.
[AWS Geospatial](https://github.com/aws-geospatial)
Official AWS Geospatial samples.
[Amplify Geo Docs](https://docs.amplify.aws/lib/geo/getting-started/q/platform/js)
Official Amplify Geo Docs.
[maplibregljs-amazon-location-service-starter](https://github.com/mug-jp/maplibregljs-amazon-location-service-starter)
Build environment to get started with Amazon Location Service.
[dev.to](https://dev.to/dayjournal)
Articles on Amazon Location Service.
[tags - Amazon Location Service](https://day-journal.com/memo/tags/Amazon-Location-Service)
[tags - Try](https://day-journal.com/memo/tags/Try)
Notes on Amazon Location Service. (Japanese)
<br>
## Related Articles
{% link https://dev.to/aws-heroes/monthly-amazon-location-service-updates-202403-33n0 %} | dayjournal |
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