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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1,921,203 | Document Your API With Swagger | by Gabriel Chinedu Not only can [Swagger](https://swagger.io/docs/) be used to document... | 0 | 2024-07-12T13:24:15 | https://blog.openreplay.com/document-your-api-with-swagger/ | by [Gabriel Chinedu](https://blog.openreplay.com/authors/gabriel-chinedu)
<blockquote><em>
Not only can [Swagger](https://swagger.io/docs/) be used to document [APIs](https://developer.mozilla.org/en-US/docs/Web/API), but it also makes integration easier by bringing them to life and producing smooth, interactive documentation that speaks the language of developers. Say goodbye to challenging documentation tasks and welcome to a flexible, entertaining, and educational API experience. Elevate your API development with next-generation documentation tools and unlock new levels of effectiveness.
</em></blockquote>
<div style="background-color:#efefef; border-radius:8px; padding:10px; display:block;">
<hr/>
<h3><em>Session Replay for Developers</em></h3>
<p><em>Uncover frustrations, understand bugs and fix slowdowns like never before with <strong><a href="https://github.com/openreplay/openreplay" target="_blank">OpenReplay</a></strong> — an open-source session replay suite for developers. It can be <strong>self-hosted</strong> in minutes, giving you complete control over your customer data.</em></p>
<img alt="OpenReplay" style="margin-top:5px; margin-bottom:5px;" width="768" height="400" src="https://raw.githubusercontent.com/openreplay/openreplay/main/static/openreplay-git-hero.svg" class="astro-UXNKDZ4E" loading="lazy" decoding="async">
<p><em>Happy debugging! <a href="https://openreplay.com" target="_blank">Try using OpenReplay today.</a></em><p>
<hr/>
</div>
The [API documentation](https://swagger.io/blog/api-documentation/what-is-api-documentation-and-why-it-matters/) provides a complete how-to manual for integrating and using APIs (Application Programming Interfaces). For developers, it is a vital resource that provides the guidance and knowledge required to utilize the API successfully. Here is why it's important to have API documentation:
Ease of Use: Clear instructions and examples provided by well-written documentation enable developers to quickly integrate the API with their applications.
Learning Curve: Detailed documentation makes it easier for new users to get started and avoids the need for extensive support.
Fewer Support Requests: Clear documentation leads to fewer support requests, which frees up supplies and reduces expenses.
## Introduction to Swagger as a popular documentation tool
Thanks to its accurate features and easy-to-use interface, this tool is well valued and is the preferred choice for API documentation. Developers and organizations love it because, at its heart, it simplifies the process of designing, documenting , and visualizing APIs. With this tool, developers can effortlessly communicate essential API details, including [endpoints](https://www.cloudflare.com/learning/security/api/what-is-api-endpoint/), [request/response formats](https://infraspeak.stoplight.io/docs/api/ZG9jOjEzNzUwNDAx-request-response-format), [authentication methods](https://www.postman.com/api-platform/api-authentication/), and more, clearly and consistently.
Simple layout and support for many programming languages and frameworks reduce the time and effort needed for documentation. Therefore, it is recognized for its efficiency and visually pleasing API documentation, allowing developers to clearly and simply display their APIs. This tool is the industry standard for API documentation despite your level of experience as a developer.
Below is an image showing this API tool's interface

# The Power of OpenAPI Specification
The [OpenAPI Specification](https://swagger.io/specification/) is changing API development. Through its standardized format, such as the following code snippet from an [OAS document](https://support.smartbear.com/swaggerhub/docs/en/get-started/openapi-3-0-tutorial.html):
```yaml
openapi: 3.0.0
info:
title: Example API
version: 1.0.0
paths:
/users:
get:
summary: Retrieve a list of users
responses:
'200':
description: A list of users retrieved successfully
```
In the above code snippet:
* "Example API" is the definition of the API title, and "1.0.0" is the version number.
* A GET action is specified for the `/users` endpoint in order to retrieve a list of users.
* The goal of the operation is briefly described in the `{summary}` column.
* A single response is defined for the [status code '200'](https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/200), denoting a successful retrieval. The `responses` column lists this operation's possible [HTTP](https://developer.mozilla.org/en-US/docs/Web/HTTP) responses.
* "A list of users retrieved successfully" is the response description that is shown.
Overall, this code outlines a simple API endpoint for retrieving a list of users.
To help developers work together, the OpenAPI Specification (OAS) provides a standard technique for expressing [RESTful APIs](https://www.redhat.com/en/topics/api/what-is-a-rest-api). Because of its user-friendly, machine-readable interface, developers can easily explore [API complexities](https://resources.axway.com/checklists/4-things-you-need-to-know-about-api-complexity). While OAS supports interaction, APIs can flourish in a variety of environments. It transforms API development and engagement by combining clarity and teamwork.
## Explanation of OpenAPI Specification (OAS) as Swagger's foundation
This industry-leading API documentation tool is built upon the OpenAPI Specification (OAS). OAS serves as a blueprint that defines interactions, behavior and [API structure](https://www.catchpoint.com/api-monitoring-tools/api-architecture#:~:text=What%20is%20API%20architecture%3F,API%20interacts%20with%20other%20components.). For developers, it acts as a universal language, promoting smooth teamwork and communication across various projects.
OAS sets a universal format for RESTful APIs, covering endpoints, [parameters](https://rapidapi.com/blog/api-glossary/parameters/#), [responses](https://developer.mozilla.org/en-US/docs/Web/API/Response), and [authentication](https://developer.mozilla.org/en-US/docs/Glossary/Authentication). This standard ensures clear, consistent [API design](https://stackoverflow.blog/2020/03/02/best-practices-for-rest-api-design/) and documentation across languages and frameworks. By utilizing OAS, developers gain access to a comprehensive toolkit for API design, documentation, and [testing](https://en.wikipedia.org/wiki/API_testing). Embracing OAS enables interactive, user-friendly API documentation, enhancing the developer experience. OAS evolves continuously, incorporating community feedback and industry best practices to keep its tools up-to-date, changing evolving needs.
## Briefly describe OAS key aspects (endpoints, parameters, responses)
The OpenAPI Specification (OAS) has transformed API definition, providing a standardized method that simplifies development and documentation. It covers crucial API elements like endpoints, parameters, and responses.
- The routes or [URLs](https://developer.mozilla.org/en-US/docs/Learn/Common_questions/Web_mechanics/What_is_a_URL) that users rely on to access certain features or resources are known as endpoints, and they serve as the entry points to an API. OAS gives developers a structured overview of the API's capabilities by enabling them to clearly specify these endpoints and the `HTTP` methods (like `GET`, `POST`, `PUT`, and `DELETE`) that each endpoint supports.
- Parameters further enhance the flexibility and usability of APIs by allowing clients to customize requests. OAS enables developers to specify various [types of parameters](https://rapidapi.com/guides/rest-parameter-types), including [path parameters](https://help.iot-x.com/api/how-to-use-the-api/parameters/path-parameters) (embedded in the endpoint URL), [query parameters](https://guides.emberjs.com/release/routing/query-params/) (appended to the URL), [header parameters](https://developer.mozilla.org/en-US/docs/Web/HTTP/Headers) (included in the [request headers](https://developer.mozilla.org/en-US/docs/Glossary/Request_header)), and [request body](https://swagger.io/docs/specification/describing-request-body/) parameters (sent in the [request payload](https://docs.itential.com/opensource/docs/request-payload)). Developers guarantee consistency and clarity in client-API interactions by specifying parameters in the API definition.
- Any API connection begins and ends with responses describing the information or actions the server returns to the client in response to their requests. OAS gives developers the ability to specify the format and content of API responses, such as [headers](https://budibase.com/blog/inside-it/api-headers/), [status codes](https://developer.mozilla.org/en-US/docs/Web/HTTP/Status) and [response bodies](https://developer.mozilla.org/en-US/docs/Web/API/Response/body). Developers give clients essential advice on how to properly analyze and handle API responses by providing response formats and examples.
# Getting Started with Swagger
With this tool, you can easily define, document , and display APIs, therefore improving the understanding and installation process for both internal and external developers. Now, let's get started and explore how to simplify web development with this tool.
## Outline options for using Swagger (online tools, local installations)
Developers have many choices for API documentation. One common strategy is using internet resources like [SwaggerHub](https://swagger.io/tools/swaggerhub/). These cloud-based platforms facilitate the design, documentation , and deployment of APIs in a convenient and easily accessible environment. Online tools improve team cooperation and streamline documentation with features like [version control](https://www.atlassian.com/git/tutorials/what-is-version-control) and collaborative editing.
Developers have the option to install tools such as the [OpenAPI Editor](https://swagger.io/tools/swagger-editor/) and [UI](https://swagger.io/tools/swagger-ui/) locally, providing more control and customization. For individuals who prefer local development environments or have privacy and regulation concerns that demand offline solutions, this [open-source](https://opensource.com/resources) suite offers offline access.
## Guide readers on choosing the appropriate option
Developers who prefer to work offline or live in places with poor internet connections might greatly benefit from local installations that give them more control and offline access. They allow them to customize and fit the environment to certain requirements. Depending on the project's requirements, teamwork, and workflow, one can choose between local installation and online tools. While some people choose local installation for control and customization, others prefer online tools for ease of use.
Developers have two options for working with API documentation tools:
* Online Tools: Team members can work together thanks to platforms like the API management tool.
* Local Installations: More customization and offline access are provided by tools like the OpenAPI Editor.
This increases developer productivity for the development of excellent APIs by enabling them to easily produce and manage API documentation.
# Creating Your First API Documentation
Creating your first set of API documentation is a great first step toward bringing your product into the public domain. Regardless of your experience as a developer, having clear and understandable documentation is important for others to fully understand and successfully connect with your API.
To start, outline your API's key features and endpoints. These form the foundation for developer interaction. Then, thoroughly document each endpoint, covering [request/response structures](https://help.vidizmo.com/support/solutions/articles/17000111404-understanding-rest-api-request-response-structure), authentication, and [error handling](https://www.dremio.com/wiki/error-handling/). Use simple language and clear examples. Include interactive examples and code samples to aid understanding. Cover questions and challenges newcomers might face, and address these in your documentation to make it user-friendly and valuable for developers.
## Introducing core elements for creating API definitions using Swagger Editor
Creating strong and well-defined APIs is necessary for smooth communication between applications. By providing a standard method for defining endpoints, parameters, answers , and authentication techniques, API design techniques speed up this process. Its standout feature is the ability to write API definitions with OpenAPI Specification (OAS), previously known as the Swagger standard.
Now, let's delve into some of the core elements for creating API definitions using its editing tool:
- [Paths and Operations](https://swagger.io/docs/specification/paths-and-operations/): Paths represent API endpoints, while operations define actions like `GET`, `POST`, `PUT`, `DELETE`, etc. You can effectively set the path, operation, and arguments for each endpoint with this API Design Editor.
- Parameter: These enable the transfer of data between API endpoints, such as request bodies, path parameters, headers, and [query parameters](https://www.branch.io/glossary/query-parameters/). Parameters for operations such as necessary status and [data types](https://swagger.io/docs/specification/data-models/data-types/) can be defined.
- Responses: Describe the information the API provides in response to a request. It provides clear documentation on the anticipated output for each endpoint and allows you to set response codes and formats.
- Security Definitions: With the use of this editing tool, security protocols such as [API keys](https://swagger.io/docs/specification/authentication/api-keys/), [OAuth](https://www.fortinet.com/resources/cyberglossary/oauth), or [JWT tokens](https://jwt.io/introduction) can be defined.. You can set security requirements at the API or operation level, ensuring authorized access to endpoints.
<CTA_Middle_Cloud />
## Getting Started
In this section, we’ll be setting up the UI for our server and the processes for this setup are very easy to implement, let dive into the installation process.
### Installation / Configuration
To begin, API documentation interface and docs. Just execute the provided code in your project's root terminal to start the installation process.
```shell
npm i swagger-ui-express swagger-jsdoc
```
After installing, you have to clone the server project in [GitHub](https://github.com/).
Once you've installed the code, you can go to the `server.js` file where you'll find a portion of the code demonstrating the implementation, which we'll explain in detail shortly.
Importing it's Libraries:
```javascript
const swaggerJsdoc = require("swagger-jsdoc");
const swaggerUi = require("swagger-ui-express");
```
In this section, we are bringing in two libraries named `swagger-jsdoc` and `swagger-ui-express`. These libraries assist us in utilizing this tool designed for API documentation.
Configuration:
```javascript
const options = {
definition: {
openapi: "3.0.0",
info: {
title: "OpenReplay Swagger Example API",
version: "1.0.0",
description: "A simple API to demonstrate Swagger",
},
servers: [
{
url: "http://localhost:3001",
},
],
},
apis: ["./routes/*.js"], // Path to the API routes
};
```
In this section, we provide specific information such as the version of OpenAPI we're utilizing `(openapi: "3.0.0")`, details about our API, including its title, version, and description, and the URL of the server hosting our API. Additionally, we define a [wildcard path](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Regular_expressions/Wildcard) `(./routes/*.js)` for the tool to search for our API routes.
Generating API Specifications:
```javascript
const specs = swaggerJsdoc(options);
```
In this step, we're creating the specifications using the settings we set up previously. The `specs` variable will contain all the necessary details that are required to generate the documentation for our API.
Setting Up the UI Endpoint:
```javascript
app.use("/api-docs", swaggerUi.serve, swaggerUi.setup(specs));
```
This code creates a route called `/api-docs` within our Express application. When we go to this route in a web browser, the UI will be displayed, presenting the documentation for our API generated from the specifications we made earlier.
Including API Routes:
```javascript
app.use(require("./routes/users"));
```
This line includes the API routes that are specified in the `users.js` file found in the `routes` directory. These routes will be documented according to the specifications we've given.
Handling 404 Error:
```javascript
app.get("*", (req, res) => {
res.status(404).send(JSON.stringify("404"));
});
```
This section deals with requests to routes that haven't been defined. It sends back a 404 error code along with the message "404."
### Defining the API endpoints
In the closed server project, you'll discover a `routes` folder that holds a file named `users.js`. This file contains the server's endpoints and code for showcasing the UI component for each endpoint. Below, you'll find the complete code, along with explanations.
GET `/users` Route:
```javascript
/**
* @swagger
* /users:
* get:
* summary: Get all users
* description: Retrieve a list of all users
* responses:
* '200':
* description: A list of users
*/
router.get("/users", (req, res) => {
// Your logic to get all users
res.send([
{
username: "Mike John",
age: 20,
email: "mike@gmail.com",
},
{
username: "Jane Smith",
age: 50,
email: "jane@gmail.com",
},
]);
});
```
This piece of code establishes a `GET` route located at `/users`. The annotations serve to document this endpoint:
- Summary: Offers a brief overview of what the endpoint does.
- Description: Provides a more elaborate explanation of what the endpoint accomplishes.
- Responses: Details the potential responses that the endpoint may provide, including status codes and descriptions.
POST `/create-new-users` Route:
```javascript
/**
* @swagger
* /create-new-users:
* post:
* summary: Create a new user
* description: Create a new user with the provided data
* requestBody:
* required: true
* content:
* application/json:
* schema:
* type: object
* properties:
* username:
* type: string
* email:
* type: string
* age:
* type: number
* responses:
* '200':
* description: User created successfully
* '400':
* description: Bad request
*/
router.post("/create-new-user", (req, res) => {
// Your logic to create a new user
res.send({
message: "User created successfully",
});
});
```
A POST route is created at `/create-new-users` by this section of the code. Additionally, comments are included to clarify the endpoint:
- `summary`: A brief overview of the endpoint's abilities.
- `description`: More detailed information about the endpoint's function.
- `requestBody`: Explains the format that should be used for this endpoint in the request body.
- `responses`: Contains information about the possible answers the endpoint could provide, such as status codes and explanations.
Below is the output of its UI displaying the `GET` and `POST` endpoints:

## Walk through defining an endpoint (method, URL, parameters, responses)
Creating an endpoint establishes the foundation for every step that follows in the development process, much like constructing a building. Let's look into the method, URL, parameters and responses to establish a reliable and functional endpoint in this important phase.
The first thing we do is identify the `HTTP` method, which controls what the endpoint does. Choosing the right method is crucial, whether it's a `GET` for data retrieval, `POST` for resource creation, `PUT` for modifying already-existing resources, or `DELETE` for their removal.
Next, we craft the URL, the address that uniquely identifies the endpoint. This URL should be descriptive, concise, and follow RESTful principles, making it simple for developers to understand its purpose and usage.
Next are the parameters, which offer more details required to run the endpoint. Depending on the type of endpoint, these could be query parameters, request headers, or request body parameters. A detailed review of the parameters guarantees that the endpoint is flexible and suitable for a range of use cases.
Lastly, we define response, which describes the contents that the endpoint returns following a successful execution. This involves sending the response body with relevant data or error messages, as well as the `HTTP` status codes, such as 200 for success or 404 for not found.
# Utilizing Swagger UI
Its user-friendly interface makes API creation and documentation easier. It is simple to explore, test, and understand APIs thanks to its interactive layout and real-time feedback. Developers are able to execute operations straight from the browser, inspect payloads, and navigate using endpoints. By simplifying the development process, this technology increases output and supports creativity.
## Swagger UI's purpose and functionality
This application provides a user-friendly interface for interacting with and visualizing APIs, making it a powerful asset in the creation of APIs. Its primary objective is to provide developers with a smooth, setup-free method for exploring and testing APIs. Developers are provided the ability to quickly understand an API's function and experiment with requests and responses by improving their understanding of API endpoints, parameters, formats, and authentication techniques.
This toolkit gives developers a consistent and straightforward view of APIs, which encourages teamwork. It simplifies API documentation and discovery by supporting a variety of programming languages and frameworks and offering customizable themes to meet the demands of a wide range of developers. This increases software project productivity, innovation, and the effectiveness of API development.
## Describing how it generates documentation from an OAS definition
Clear and brief documentation of APIs is made possible by the OpenAPI Specification (OAS), which simplifies complex API definitions. Documentation may be generated by OAS with ease once your API has been defined, including endpoints, parameters, request/response formats, and authentication techniques. It reduces human labor, guarantees accuracy and consistency, and transforms raw data into user-friendly documentation. OAS has become widely used, so your documentation is automatically compatible with a wide range of tools and platforms, saving developers time and giving users access to clear, understandable documentation.
## Customization options for Swagger UI
Its UI is unique due to how customizable it is. Developers may easily modify the documentation to fit their own requirements and style preferences.
To make sure that the documentation fits the organization's brand identity and style, a wide range of customization options are available, from selecting color schemes and themes to adjusting the layout and structure. To create a unified and visually appealing documentation experience, developers can easily incorporate custom CSS, branding components, and logos.
Additionally, this tool enables the addition of other data, such as interactive icons, code snippets, and usage examples, giving developers a thorough understanding of the functionality and use of the API. This improves documentation usability and encourages developers to understand and use the API more effectively.
In addition to customization options for the visual appearance, it also provides flexibility in terms of functionality. Based on their needs, developers can enable or disable features like parameter exploration, response validation, and authentication, ensuring that the documentation accomplishes its original objectives.
# Advanced Features
API documentation becomes extremely effective with advanced features. The ability to automatically generate interactive documentation is one important feature. In addition to providing parameters and endpoints, this tool creates documentation continuously so that users may explore and engage with the API in real time. This improves understanding and usability, saves time and improves the user experience.
With the help of this tool's advanced code generation features, developers can quickly produce [server stubs](https://support.smartbear.com/swaggerhub/docs/en/manage-apis/generating-code/generating-a-server-stub.html) and [client libraries](https://cloud.google.com/apis/docs/client-libraries-explained) in several types of programming languages. By doing this, work is faster, and time can be made for creativity rather than battling setup issues. Strong authentication and authorization support is another feature of this tool; it supports a range of authentication methods, from simple authentication to [OAuth 2.0](https://oauth.net/2/) and [OpenID Connect](https://auth0.com/docs/authenticate/protocols/openid-connect-protocol). Limiting access to authorized users and ensuring implementation simplicity guarantees API security.
It also makes API testing easier by allowing it to be done directly from its user interface. Developers can send queries, monitor responses, and debug their APIs in real-time, all within the familiar environment, thanks to built-in support for API testing. Developers can quickly find and fix problems thanks to this improved testing process, which increases the stability and reliability of their APIs.
## Exploring advanced features of Swagger UI (code generation, testing, and collaboration)
Using advanced techniques in API development will help you take your projects from good to outstanding. Let's explore some of these cutting-edge features that will improve teamwork and streamline productivity.
Now, let's discuss code generation. You may automatically produce client-specific libraries and [SDKs](https://developer.mozilla.org/en-US/docs/Glossary/SDK) with advanced API tools. Time is saved, and stability between platforms and languages is guaranteed. Your API may be easily integrated by developers into their projects, which will accelerate development and reduce the learning curve.
Providing effective APIs requires powerful APIs. Advanced testing frameworks make testing procedures easier, check endpoints, and simulate various scenarios. Features like [mock servers](https://www.mock-server.com/) and [automated test suites](https://docs.oracle.com/en/industries/communications/cloud-native-core/2.2.0/ats_guide/understanding-automated-testing-suite.html#GUID-EF5BFBAD-8913-49BA-A37A-BD63807A5793) make it easier to find and address problems quickly, which results in stronger and reliable APIs.
This is not to be overlooked; let's discuss cooperation. Collaboration technologies that are incorporated into platforms for developing APIs allow developers, testers, and other users to work together and communicate easily. Team members can work together more effectively and exchange ideas to speed up the development process because of features like version control, real-time editing, and feedback.
## Encourage exploring the official documentation for details
Understanding the API documentation is important. Although summaries provide useful information, official documentation such as [API docs](https://swagger.io/docs/) has additional information. It's a helpful tool that offers thorough explanations, examples, and recommended procedures. Developers can fully utilize it by fully understanding it, which involves defining API requirements and putting security measures in place. Finding solutions, resolving issues, and staying current on features and upgrades can all be accomplished by reading the official documentation.
# Conclusion
In summary, this is a ground-breaking tool for API documentation that addresses the issues developers face through its flexible and efficient approach. Its user-friendly interface and extensive feature set revolutionize the documentation process by making it easy for developers to define, document, and deliver APIs. With the help of this application, developers can facilitate easy communication between people in addition to sharing technical details. This tool continues to be a representation of efficiency and clarity as we advance in the development of APIs, leading the way toward a more creative and connected future.
| asayerio_techblog | |
1,921,204 | Explore how BitPower Loop works | BitPower Loop is a decentralized lending platform based on blockchain technology that aims to provide... | 0 | 2024-07-12T13:26:37 | https://dev.to/wgac_0f8ada999859bdd2c0e5/explore-how-bitpower-loop-works-3ei3 | BitPower Loop is a decentralized lending platform based on blockchain technology that aims to provide secure, efficient and transparent lending services. Here is how it works in detail:
1️⃣ Smart Contract Guarantee
BitPower Loop uses smart contract technology to automatically execute all lending transactions. This automated execution eliminates the possibility of human intervention and ensures the security and transparency of transactions. All transaction records are immutable and publicly available on the blockchain.
2️⃣ Decentralized Lending
On the BitPower Loop platform, borrowers and suppliers borrow directly through smart contracts without relying on traditional financial intermediaries. This decentralized lending model reduces transaction costs and provides participants with greater autonomy and flexibility.
3️⃣ Funding Pool Mechanism
Suppliers deposit their crypto assets into BitPower Loop's funding pool to provide liquidity for lending activities. Borrowers borrow the required assets from the funding pool by providing collateral (such as cryptocurrency). The funding pool mechanism improves liquidity and makes the borrowing and repayment process more flexible and efficient. Suppliers can withdraw assets at any time without waiting for the loan to expire, which makes the liquidity of BitPower Loop contracts much higher than peer-to-peer counterparts.
4️⃣ Dynamic interest rates
The interest rates of the BitPower Loop platform are dynamically adjusted according to market supply and demand. Smart contracts automatically adjust interest rates according to current market conditions to ensure the fairness and efficiency of the lending market. All interest rate calculation processes are open and transparent, ensuring the fairness and reliability of transactions.
5️⃣ Secure asset collateral
Borrowers can choose to provide crypto assets as collateral. These collaterals not only reduce loan risks, but also provide borrowers with higher loan amounts and lower interest rates. If the value of the borrower's collateral is lower than the liquidation threshold, the smart contract will automatically trigger liquidation to protect the security of the fund pool.
6️⃣ Global services
Based on blockchain technology, BitPower Loop can provide lending services to users around the world without geographical restrictions. All transactions on the platform are conducted through blockchain, ensuring that participants around the world can enjoy convenient and secure lending services.
7️⃣ Fast Approval and Efficient Management
The loan application process has been simplified and automatically reviewed by smart contracts, without the need for tedious manual approval. This greatly improves the efficiency of borrowing, allowing users to obtain the funds they need faster. All management operations are also automatically executed through smart contracts, ensuring the efficient operation of the platform.
Summary
BitPower Loop provides a safe, efficient and transparent lending platform through its smart contract technology, decentralized lending model, dynamic interest rate mechanism and global services, providing users with flexible asset management and lending solutions.
Join BitPower Loop and experience the future of financial services! DeFi Blockchain Smart Contract Decentralized Lending @BitPower
🌍 Let us embrace the future of decentralized finance together! | wgac_0f8ada999859bdd2c0e5 | |
1,921,205 | Vue.JS 3.4.31: A Comprehensive Guide Towards the Modern Web Development | Introduction to Vue.js 3.4.31 Vue.js is known for its approachable design and versatility.... | 0 | 2024-07-12T13:27:15 | https://dev.to/samik_wgt_usa/vuejs-3431-a-comprehensive-guide-towards-the-modern-web-development-idf | vue, javascript | ## Introduction to Vue.js 3.4.31
Vue.js is known for its approachable design and versatility. The progressive JavaScript framework, Vue.js has launched its new update, Vue.js 3.4.31. It is designed to simplify web development and create reactive user interfaces with ease. Vue.js continues to evolve, offering developers an enhanced performance, new features, and improved tooling in this latest version.
## The main key Features and Enhancements
**Enhanced Performance**
-
**Optimized Rendering:** With Vue.js 3.4.31, it introduces further optimizations in the rendering process, thus reducing the overhead and improving runtime performance, ensuring faster and more efficient applications.
-
**Smaller Bundle Size:** With code-splitting and tree-shaking improvements, the bundle size is reduced, thus leading to quicker load times and better user experiences.
**Composition API Enhancements**
-
**Advanced Reactivity:** The Composition API gets even more powerful with new reactivity utilities that offer fine-grained control over reactive state management, making it easier to build complex applications.
-
**Improved TypeScript Support:** Enhanced TypeScript integration provides better type inference and tooling support, helping developers catch errors early and write more robust code.
**Single File Components (SFC) Improvements**
-
**Simplified Syntax for Script Blocks:** This new feature simplifies component writing by introducing a concise syntax for script blocks. This improvement not only enhances readability but also reduces boilerplate code, making Vue.js even more developer-friendly.
-
**Style and Template Enhancements:** Vue.js 3.4.31 brings significant improvements to scoped styles and template handling. These enhancements offer greater flexibility and power when designing component-based UIs, ensuring a smoother development process.
**Better Tooling and Developer Experience**
-
**Vue DevTools 6 Integration:** The latest Vue DevTools version offers enhanced debugging capabilities, including time-travel debugging and improved performance profiling. This integration provides developers with robust tools to streamline the debugging process.
-
**Vite Support:** Vue.js 3.4.31 seamlessly integrates with Vite, the next-generation front-end build tool. Developers can now benefit from faster development cycles and instant hot module replacement (HMR), enhancing productivity and workflow efficiency.
**New Built-in Components and Directives**
-
**<TransitionGroup> Enhancements:** Improved support for list transitions simplifies animating complex UI changes, providing smoother and more engaging user experiences.
-
**New Directives like v-memo:** These directives offer advanced control over rendering and performance optimization, further empowering developers to create efficient and responsive applications.
## Why Choose Vue.js 3.4.31?
-
**Flexibility and Modularity:** Vue.js remains adaptable, allowing developers to use as many features as they need. This flexibility makes it suitable for projects of any size, from small applications to enterprise-level solutions.
-
**Robust Ecosystem:** With a thriving ecosystem of tools, libraries, and plugins, Vue.js 3.4.31 provides everything developers need to build modern web applications efficiently.
-
**Active Community and Support:** The Vue.js community continues to grow, offering abundant resources, tutorials, and support for developers at all skill levels.
## Conclusion
Vue.js 3.4.31 builds upon its predecessors with enhanced performance, improved developer experience, and powerful new features. Whether you’re embarking on a new project or upgrading existing applications, Vue.js empowers you to deliver efficient, maintainable, and user-friendly solutions.
## Get Started with Vue.js 3.4.31
Embrace the future of web development with Vue.js 3.4.31. Whether you’re creating a simple interactive web page or a complex single-page application (SPA), Vue.js provides the tools and capabilities you need to succeed. | samik_wgt_usa |
1,921,206 | Task 3 | Functional testing & Non functional testing are white & Black box testing, it will checked by... | 0 | 2024-07-12T13:30:09 | https://dev.to/tamizh/task-3-56j1 | Functional testing & Non functional testing are white & Black box testing, it will checked by developers of the programmer.
They are different types of testing techniques are used to checking the Functional & Non Functional testing.
The main difference between Functional and Non Functional testing are,
1. Functional testing to test the software application to works.
Non Functional testing to test the performance of the functional testing application software to works.
2.Functional testing to check the expected result of the program.
Non Functional testing to check the speed & over load of the application to works.
Example for Functional testing:
In some of the application, we need to check the iron to click it works correct or not. We add/detect the product in craft, it will increase or decrease to be checked.
Eg for Non Functional testing:
In some of the application, we need to check N numbers of users to access the same application at a time, we need to check speed & performance of the site. | tamizh | |
1,921,207 | 具,TG商海客营销助手 | 电报(TG)吸粉软件,TG商海客营销工具,TG商海客营销助手 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T13:30:23 | https://dev.to/pwft_wjbr_7a92b79fb8e8451/ju-tgshang-hai-ke-ying-xiao-zhu-shou-eig |
电报(TG)吸粉软件,TG商海客营销工具,TG商海客营销助手
了解相关软件请登录 http://www.vst.tw
电报(TG)吸粉软件,双刃剑的社交营销
在数字营销日益激烈的今天,电报(TG)吸粉软件应运而生,成为众多企业和个人推广的利器。这类软件通过自动化手段,帮助用户快速增加电报群组或频道的订阅者数量,实现快速曝光和粉丝积累。
软件功能强大,支持多种加粉模式,如通过搜索特定关键词添加用户、自动发送邀请链接等,大大提高了吸粉效率。然而,使用此类软件也需谨慎。过度依赖可能导致粉丝质量参差不齐,甚至引发用户反感。同时,滥用软件功能还可能违反电报平台的规定,导致账号被封禁。
因此,在使用电报吸粉软件时,应注重策略与合规性。合理设置加粉条件,确保吸引到的粉丝与自身内容或产品相关;同时,遵守平台规则,避免触碰红线。只有这样,才能实现真正的粉丝增长和有效的品牌传播。
了解相关软件请登录 http://www.vst.tw
Tag:TG营销机器人,TG营销软件,TG引流软件,TG获取软件,TG加粉软件,TG群控机器人,TG群控软件,TG群控群控,TG群控专家,TG群控大师机器人,TG群控推广软件,TG群控引流工具,TG营销大师,TG推广专家
| pwft_wjbr_7a92b79fb8e8451 | |
1,921,208 | BitPower: A New Era of Blockchain Investing | BitPower Loop smart contracts lead the new trend of investment, providing efficient and transparent... | 0 | 2024-07-12T13:30:29 | https://dev.to/_dcaa0119ee00d57596d05/bitpower-a-new-era-of-blockchain-investing-4ce3 |
BitPower Loop smart contracts lead the new trend of investment, providing efficient and transparent liquidity solutions through a distributed decentralized circulation model. Users participate anonymously, choose a circulation period of 1 to 28 days, and obtain different yields. For example, if you invest 10,000 USDT, you will earn 10,040 USDT after 1 day and 12,400 USDT after 28 days. BitPower incentivizes sharing and promotion, and you can get up to 17 levels of sharing rewards. If a user circulates 100 USDT, he can get 20% of the first generation of friends' income. If he circulates 1,700 USDT, he can get 1% of the 17th generation of friends' income. Each reward is automatically returned to the initiator's wallet to ensure timeliness and security. BitPower not only provides returns far beyond traditional finance, but also ensures transparency and fairness through smart contracts. It is the only choice for blockchain investment.
 | _dcaa0119ee00d57596d05 | |
1,921,209 | Discover the Best Free Advertising Websites in the UK for Maximum Exposure | In today's digital age, where businesses of all sizes are vying for online visibility, the importance... | 0 | 2024-07-12T13:30:35 | https://dev.to/localseo_working_07fbb9fc/discover-the-best-free-advertising-websites-in-the-uk-for-maximum-exposure-24k4 | advertising, website | In today's digital age, where businesses of all sizes are vying for online visibility, the importance of leveraging free advertising websites cannot be overstated. These platforms provide a cost-effective way for businesses to reach a wider audience without breaking the bank. Among the plethora of options available, Workerty. com stands out as a versatile tool for businesses looking to maximize their exposure in the UK market.
Establishing a robust online presence is crucial for businesses aiming to expand their reach and attract new customers.
For businesses operating in the UK, leveraging free advertising websites presents a strategic opportunity to achieve maximum exposure without the high costs typically associated with traditional advertising methods. These platforms serve as digital marketplaces where businesses can promote their products, services, and brand to a wide audience, making it essential to identify and utilize the best options available.
## Exploring the Best Free Advertising Sites UK
When it comes to finding [the best free advertising sites in the UK](https://workerty.com), businesses are often confronted with a myriad of choices. These platforms offer a range of features and reach, making it crucial for businesses to choose wisely based on their specific needs and target audience. Free advertising websites provide an opportunity for businesses to promote their products or services without incurring hefty costs typically associated with traditional advertising channels.
The best free advertising sites in the UK are distinguished by their ability to provide businesses with extensive reach and effective marketing tools. These platforms enable businesses to create detailed profiles or listings that showcase their offerings and differentiate them from competitors. Typically organized by industry, location, and other relevant criteria, these sites facilitate targeted marketing efforts, helping businesses attract potential customers interested in their specific products or services.
By optimizing their presence on platforms like Workerty. com, businesses can enhance their visibility in search engine results, increase website traffic, and ultimately, boost sales.
## Free Advertising Websites: A Gateway to Enhanced Visibility
[Free advertising websites](https://workerty.com) serve as a gateway to enhanced visibility and increased brand awareness for businesses operating in the UK. By leveraging these platforms, businesses can tap into a diverse audience base and expand their reach without investing significant financial resources. This approach is particularly beneficial for startups and small businesses looking to establish a foothold in the competitive UK market.
Businesses seeking maximum exposure often turn to free advertising websites for their ability to amplify brand visibility without the financial investment required for paid advertising. These platforms provide a cost-effective alternative for businesses of all sizes, from startups to established enterprises, to reach their target audience and expand their customer base. By leveraging these platforms strategically, businesses can improve brand recognition, foster customer engagement, and drive conversions. Free advertising websites empower businesses to compete in the digital marketplace by offering tools and features that enhance their online presence and attract quality leads.
## Introducing Workerty. com: Your Ultimate Advertising Companion
Among the best free advertising websites in the UK, Workerty. com emerges as a standout option for businesses seeking maximum exposure. This platform offers a user-friendly interface coupled with robust features designed to optimize advertising efforts. Workerty. com allows businesses to create compelling listings that attract potential customers and drive traffic to their websites.
Workerty. com facilitates seamless integration of multimedia content, including images and videos, enabling businesses to showcase their products or services in a visually appealing manner. Moreover, the platform provides analytics tools that allow businesses to track the performance of their ads, helping them refine their marketing strategies for optimal results.
## Conclusion
In conclusion, the landscape of advertising in the UK is evolving, with free advertising websites playing a pivotal role in enhancing business visibility and reach. By leveraging platforms like Workerty. com, businesses can capitalize on cost-effective advertising solutions that deliver tangible results. Whether you're a startup looking to establish your presence or a seasoned business aiming to expand your market share, free advertising websites offer a viable avenue for achieving your marketing objectives.
As businesses continue to embrace digital platforms for advertising, the importance of choosing the right free advertising websites cannot be overstated. Each platform offers unique features and benefits, catering to different business needs and target audiences. By carefully evaluating options like Workerty. com and understanding how they align with your business goals, you can effectively harness the power of online advertising to drive growth and success.
In essence, the best free advertising websites in the UK empower businesses to amplify their visibility and connect with their target audience in a meaningful way. With the right strategy and platform in place, businesses can leverage these opportunities to thrive in today's competitive marketplace. Workerty. com stands as a testament to the efficacy of free advertising websites, providing businesses with the tools they need to succeed in the digital age.
| localseo_working_07fbb9fc |
1,921,210 | Explore the power of innovative technology: BitPower Loop | In this era of digitalization and rapid development, power management and energy efficiency have... | 0 | 2024-07-12T13:31:26 | https://dev.to/_3576936cf5cca6b2ee1d4/explore-the-power-of-innovative-technology-bitpower-loop-45aj | In this era of digitalization and rapid development, power management and energy efficiency have become particularly important. As an industry leader, BitPower Loop is redefining how we think about and manage energy. Whether you are a home user or a business user, BitPower Loop provides you with efficient, reliable and intelligent power solutions.
What is BitPower Loop?
BitPower Loop is an advanced power management system that combines Internet of Things (IoT), big data and artificial intelligence technologies. Not only is it able to monitor and manage your electricity usage, it also optimizes energy consumption through intelligent algorithms, thereby reducing electricity bills and carbon emissions.
Key features and advantages
1. Real-time monitoring
With the BitPower Loop, users can see their power consumption in real time, anywhere. The system provides detailed energy consumption reports and trend analysis to help users understand their consumption habits and adjust accordingly.
2. Intelligent optimization
BitPower Loop's intelligent algorithms automatically adjust power usage strategies based on a user's historical usage data and current price fluctuations in the electricity market, ensuring maximum performance at the lowest cost.
3. Automated management
The system can automatically detect and respond to power anomalies to avoid production interruptions or equipment damage caused by power failures. In addition, it can intelligently deploy power resources according to user-set priorities, ensuring that critical equipment is always in optimal operating condition.
4. Environmental protection and energy saving
By optimizing energy use, BitPower Loop will not only significantly reduce electricity bills, but also reduce carbon emissions and help the environmental cause. For enterprises, it is also an important means to enhance their green image and fulfill their social responsibilities.
Application field
BitPower Loop is widely used in homes, commercial buildings, industrial facilities, and public infrastructure. Whether it is intelligent management of home appliances or energy efficiency optimization of large industrial equipment, BitPower Loop provides tailor-made solutions.
Customer evaluation
Many users have already benefited greatly from BitPower Loop's innovative technology. An energy manager at a large manufacturing company said: "Since the introduction of BitPower Loop, we have reduced our energy costs by 15% and increased production efficiency by 20%. This system is not only intelligent, but also very reliable and is the key to our green transformation."
Future outlook
BitPower Loop is committed to continuous innovation and optimization to provide users with smarter and more efficient power management solutions. In the future, we will continue to lead the development of the industry and help the world achieve sustainable development goals.@BitPower Loop | _3576936cf5cca6b2ee1d4 | |
1,921,211 | ,获客群发助手,获客群发助手 | 全球获客吸粉软件,获客群发助手,获客群发助手 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T13:31:56 | https://dev.to/hlor_zssx_90ec3c40004ffdc/huo-ke-qun-fa-zhu-shou-huo-ke-qun-fa-zhu-shou-3o28 |
全球获客吸粉软件,获客群发助手,获客群发助手
了解相关软件请登录 http://www.vst.tw
全球范围内,随着数字化转型的深入,企业竞争的关键点逐渐从产品本身转向了市场营销和客户互动的能力。在这个背景下,获客吸粉软件(Customer Acquisition and Engagement Software)成为了企业不可或缺的重要工具。这类软件不仅帮助企业扩展客户群体,还能有效提升客户参与度,增强品牌影响力。
获客吸粉软件的功能与作用
获客吸粉软件涵盖了多种功能和工具,旨在全面支持企业的市场营销和客户关系管理,
营销自动化, 这是其中的核心功能之一,允许企业自动化营销流程,包括电子邮件营销、社交媒体营销、内容管理和分析等。通过精准的客户分析和行为跟踪,软件能够帮助企业更好地理解客户需求和兴趣,从而精准地进行市场定位和推广活动。
客户关系管理(CRM), 获客吸粉软件通常集成了CRM功能,帮助企业管理客户信息、沟通记录、销售管道等。这使得销售团队能够更有效地跟进和管理潜在客户,提升转化率和客户满意度。
社交媒体管理, 随着社交媒体在营销中的重要性不断增加,许多软件提供了社交媒体管理和监控功能,帮助企业管理多个平台的内容发布、互动和分析,以及监控品牌声誉和客户反馈。
分析和报告, 数据驱动的营销是现代市场营销的关键。获客吸粉软件能够提供详尽的分析和报告功能,帮助企业监测营销活动的效果,优化资源配置,以及预测和规划未来的市场策略。
获客吸粉软件的市场应用与优势
获客吸粉软件在不同行业和企业规模中都有广泛的应用,其优势主要体现在以下几个方面,
效率提升, 自动化的营销流程和客户管理大大提升了工作效率,减少了重复性任务,使团队能够集中精力在战略性的活动上。
客户体验改善, 通过更加个性化和定制化的营销和服务,软件帮助企业改善客户体验,增强客户忠诚度和品牌信任度。
数据驱动决策, 提供的数据分析和预测功能使企业能够基于客观数据做出更加准确的决策,避免盲目投入资源。
市场竞争优势, 使用获客吸粉软件的企业通常能够更快速地响应市场变化,抢占先机,提升市场份额。
未来发展趋势
随着人工智能和大数据技术的不断进步,获客吸粉软件的功能和应用将继续扩展和深化。未来可能会看到更加智能化的自动化营销流程、更精细化的客户分析和预测模型,以及更强大的跨平台整合能力。此外,随着隐私保护意识的增强,软件开发商也将不断优化数据安全和合规性,以适应全球性的市场需求和法规要求。
综上所述,获客吸粉软件在现代企业中扮演着不可或缺的角色,不仅为市场营销和客户关系管理带来了革命性的改变,还为企业赋予了更大的竞争优势和可持续发展的能力。随着技术的不断发展和创新,这类软件的应用前景更加广阔,将继续推动企业在全球市场中的成功和增长。
了解相关软件请登录 http://www.vst.tw
Tag:获客营销机器人,获客营销软件,获客引流软件,获客获取软件,获客加粉软件,获客群控机器人,获客群控软件,获客群控群控,获客群控专家,获客群控大师机器人,获客群控推广软件,获客群控引流工具,获客营销大师,获客推广专家
| hlor_zssx_90ec3c40004ffdc | |
1,921,212 | CSS For Print: Designing Web Content For Physical Output | by Queendarlin Nnamani The demand for web-to-print functionality continues to grow across various... | 0 | 2024-07-12T13:35:26 | https://blog.openreplay.com/css-for-print--designing-web-content-for-physical-output/ | by [Queendarlin Nnamani](https://blog.openreplay.com/authors/queendarlin-nnamani)
<blockquote><em>
The demand for web-to-print functionality continues to grow across various industries, and users often require the ability to print web content for offline access or archival purposes. However, designing web content for physical output presents unique challenges that differ from designing for digital screens. This article explores how to design web content for print using CSS to overcome challenges and create a print-optimized experience.
</em></blockquote>
<div style="background-color:#efefef; border-radius:8px; padding:10px; display:block;">
<hr/>
<h3><em>Session Replay for Developers</em></h3>
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<img alt="OpenReplay" style="margin-top:5px; margin-bottom:5px;" width="768" height="400" src="https://raw.githubusercontent.com/openreplay/openreplay/main/static/openreplay-git-hero.svg" class="astro-UXNKDZ4E" loading="lazy" decoding="async">
<p><em>Happy debugging! <a href="https://openreplay.com" target="_blank">Try using OpenReplay today.</a></em><p>
<hr/>
</div>
While the digital world thrives, the need for physical copies persists. [Designing web content for printing](https://developer.mozilla.org/en-US/docs/Web/CSS/CSS_media_queries/Printing) offers several advantages:
* Offline Access: Not all users have constant access to digital devices or reliable internet connections. Enabling users to print web content gives them offline access, making information more accessible and inclusive.
* Customization: Print design allows for a level of customization and personalization that digital design often can't match. Users can add annotations, highlight important sections, or organize content in a preferred format. This level of flexibility enhances the user experience and utility of printed materials.
* Archiving: Printing web content allows users to create physical copies for archival, documentation, or reference purposes. This is particularly valuable for educational materials, legal documents, receipts, and reports.
* Enhanced Readability: In some cases, users may find reading lengthy content on paper rather than on a screen easier.
* Regulatory Requirements: In many industries, such as finance, healthcare, and legal sectors, regulatory requirements mandate the provision of printable versions of web content for compliance and record-keeping purposes.
## Differences Between Designing for Digital Screens and Physical Print
While both digital and print design aim to communicate information visually, the way we approach them differs significantly due to each medium's inherent limitations and functionalities. It is essential to understand these differences to create effective print-optimized web content.
Unlike digital design, where layouts can adjust to any screen size, print design works with a fixed canvas in a specific portrait or landscape orientation. While digital designs leverage the vast RGB color spectrum for rich visuals, print design is limited by the [CMYK (Cyan, Magenta, Yellow, Key Black) color model](https://www.colorsexplained.com/cmyk-color-model/), requiring careful color selection to avoid unwanted variations in print.
Digital content thrives on interactivity with features like scrolling and clicking. Print media, however, is static, relying on precise navigation and well-organized elements to communicate information effectively.
Resolution is a crucial consideration for digital design, with elements needing optimization for various device pixel densities. On the other hand, print design demands high-resolution images to prevent pixelation and blurry visuals in the final output.
The core focus of digital design is user engagement and interactivity, often achieved through animations, hover effects, and calls to action. In contrast, print design prioritizes readability and clarity, emphasizing effective use of typography, white space, and layout for optimal information presentation.
### Challenges in Designing Web Content for Physical Outputs
Designing for print presents distinct challenges compared to digital screens. You must address these challenges to seamlessly transition from digital to physical mediums.
Some of the common challenges include:
* Fixed Page Size: Unlike responsive web design, printed content has a fixed page size and orientation (portrait or landscape). Layouts need to adapt to fit these constraints.
* Limited Color Palette: Printers typically use a CMYK, which has a smaller range of colors than the RGB (Red, Green, Blue) spectrum used on screens. This can lead to color variations in the printed output.
* Media Compatibility: Images and media types optimized for digital viewing may not translate well to print. Print optimization involves selecting high-resolution images, adjusting color profiles, and ensuring media formats are compatible with print processes.
* Lack of Interactivity: Printed content lacks the interactive elements on websites. Navigation menus, hover effects, and animations must be replaced with static alternatives.
* Page Breaks and Pagination: Long-form content designed for scrolling on digital screens may need to be paginated for print. Managing page breaks and content flow to avoid awkward breaks or fragmented content is essential for a cohesive print reading experience.
* Resolution Roadblock: Those crisp images that look fantastic on your screen might turn pixelated and blurry in print. High-resolution images (typically 300 DPI or higher) are crucial for clean and sharp visuals in printed outputs.
* Accessibility Considerations: Accessibility features like alt text for images, structured headings, and screen reader compatibility must be preserved in print formats to ensure accessibility for users with accessibility needs.
We've explored the hurdles of designing web content for print. But fear not! CSS emerges as our trusty weapon to overcome these limitations and craft a print-optimized experience.
Let's delve into how CSS empowers us to tackle these challenges:
## Using Media Queries to Target Print-Specific Styles
Media queries are potent tools in CSS for applying different styles based on various conditions, such as screen size, device orientation, or print media. When targeting print-specific styles, [media queries](https://developer.mozilla.org/en-US/docs/Web/CSS/CSS_media_queries/Printing#using_media_queries_and_page_to_control_printed_content) enable you to customize the appearance of a document specifically for printing.
Here's how media queries can be used to target print-specific styles:
```css
@media print {
/* Your print-specific styles here */
}
```
The `@media print` rule initiates a media query targeting styles specifically for printing scenarios. Any CSS styles placed within the curly braces {} will only be applied when the document is printed.
## Print Headers and Footers
Have you ever flipped through a book or document and noticed consistent headers and footers gracing each page? That's the magic of print headers and footers! They enhance the professionalism of your printed content and provide valuable information like page numbers, website URLs, or company logos.
Headers and footers are essential in print design, providing context, navigation, and branding information on printed pages. CSS offers powerful tools for adding headers and footers to printed content.
Here's how you can incorporate headers and footers using CSS:
### The Positioning Approach
You can leverage the `position` property to fix headers and footers to the top and bottom of the page, respectively.
Here is how to do this:
```css
@media print {
/* Header Styling */
.header {
position: fixed;
top: 0;
left: 0;
right: 0;
}
/* Footer Styling */
.footer {
position: fixed;
bottom: 0;
left: 0;
right: 0;
}
}
```
Here, we wrap the styles within a `@media print` block to ensure they only apply when printing the document and define classes like `.header` and `.footer` for styling the header and footer content, respectively. Setting `position: fixed` on elements with `top: 0` for headers and `bottom: 0` for footers will make them stick to those positions on every printed page. Then, adjust `left: 0` and `right: 0` to span the entire width of the page.
### Table Approach
This method utilizes the power of [HTML tables](https://blog.openreplay.com/designing-interactive-beautiful-tables-with-css/). By wrapping your content in a table, you can define separate sections for the header (`<thead>`), body (`<tbody>`), and footer (`<tfoot>`). Browser magic takes care of repeating the header and footer rows on every printed page.
Here's an example:
```html
<table>
<thead>
<tr>
<th>Header Cell</th>
</tr>
</thead>
<tbody>
<tr>
<td>Body Cell</td>
</tr>
</tbody>
<tfoot>
<tr>
<td>Footer Cell</td>
</tr>
</tfoot>
</table>
```
Here, we wrap our content within an HTML table, with the `<thead>` section defining the header row that you can repeat on every printed page, the `<tbody>` section holding your main content, and the `<tfoot>` section defining the footer row that will also be repeated on every printed page.
You can choose the proper method based on your preference. The positioning method offers more flexibility regarding styling and placement, while the table method is more straightforward to implement and works well for basic headers and footers.
You can also integrate additional approaches for achieving headers and footers using the approaches below:
### Using the `@page` Rule
CSS provides the `@page` rule, which allows you to define styles specifically for printed pages. To create a header, you can use the `@page` rule with the `@top-center`, `@top-left`, or `@top-right` descriptors followed by the content you want to include in the header, as shown below:
```css
@page {
@top-center {
content: "Header content here";
}
}
```
Similarly, you can create footers using `@bottom-center`, `@bottom-left`, or `@bottom-right` descriptors, as shown below:
```css
@page {
@bottom-center {
content: "Footer content here";
}
}
```
### Adding Page Numbers
You can include page numbers in headers or footers using the `content` property and the `counter()` function in CSS. Define a counter in your CSS stylesheet and increment it for each printed page.
Here is an example:
```css
@page {
@bottom-right {
content: "Page " counter(page);
}
}
```
Here, the `@bottom-right` descriptor specifies where the content should be placed on the printed page. In this case, it indicates that the content ("Page " counter(page)) should be placed at the bottom-right corner. The `content: "Page " counter(page);` line defines the content to be displayed in the specified location, with `"Page "` being a static text string that will appear before the page number and `counter(page)` automatically incrementing each printed page. It represents the page number.
Note: You won't see the page number displayed on the web page using `counter(page)` during the printing preview because it generates the page number specifically for the printed output. This functionality doesn't translate directly to displaying the page number on the web page itself.
<CTA_Middle_Basics />
### Practical Example for Optimizing Header and Footer for Physical Output
Imagine you're to create a printed user manual or technical guide for a tech device, optimizing the web page header and footer for print readability and presentation.
Here is how you can do this:
```html
<!-- Header -->
<header>
<h1>Tech Solutions</h1>
</header>
<!-- Main content -->
<main>
<section>
<h2>User Manual: XYZ Tech Device</h2>
<p>Model: XYZ-1000</p>
<p>Version: 2.0</p>
<h3>Features:</h3>
<ul>
<li>Wireless connectivity</li>
<li>High-definition display</li>
<li>Touchscreen interface</li>
<li>Advanced security features</li>
</ul>
</section>
</main>
<!-- Footer -->
<footer>
<p>Tech Solutions © 2024. All rights reserved.</p>
</footer>
```
```css
body {
font-size: 25px;
background-color: #dc9999;
}
/* Styles for printed pages */
@media print {
/* Header */
header {
position: fixed;
top: 0;
left: 0;
right: 0;
text-align: center;
background-color: #ccc;
border-bottom: 2px solid #ee1b1b;
}
/* Footer */
footer {
position: fixed;
bottom: 0;
left: 0;
right: 0;
background-color: #ccc;
text-align: center;
border-bottom: 2px solid #ee1b1b;
font-size: 30px;
}
}
```
Here is the output for the web page display:

Here is the output for the printing preview:

The `@media` print query targets printing styles specifically. Within this query, the header is positioned fixed at the top of the page (position: fixed) with a centered text alignment. It also has a 2px solid red bottom border (`border-bottom: 2px solid #ee1b1b`). Similar to the header, the footer is positioned fixed at the bottom of the page with a centered text alignment, background color, and a 2px solid red bottom border. Additionally, the font size of the footer text is increased to 30px for better visibility.
On the web page, the content is positioned to the left, but in the printing preview, the header and footer are placed to the center, and the styles applied are evident, as opposed to the web page display version.
## Page Break Control
This section will explore techniques for controlling page breaks in the printed output of your HTML documents. Controlling page breaks in printed output and specifying page breaks within long documents are essential aspects of optimizing web pages for print.
Here are some techniques and examples to demonstrate how to achieve this:
### Using CSS `page-break` Properties
You can use CSS properties like `page-break-before`, `page-break-after`, and `page-break-inside` to control page breaks. This method utilizes the `@media print` media query to target styles specifically for printing scenarios.
For example, to force a page break before an element, you can use `page-break-before: always;`. Also, within the media query, you can use the `page-break-after` property on specific elements to force a page break to occur after that element.
Here is how you can use `@media print` with `page-break-after`:
```css
@media print {
.page-break {
page-break-after: always;
}
}
```
In this example, any element with the class "page-break" will force a page break after it when printed.
### Manual Page Breaks
You can insert a `<br>` element with the style `page-break-after: always` within your HTML code to manually trigger a page break at that point.
Here is an example of how to do this:
```html
<p>Content before the page break...</p>
<br style="page-break-after: always;">
<p>Content after the page break...</p>
```
This example inserts a `<br>` element with `page-break-after: always` to force a page break after the first paragraph.
While most modern browsers support `page-break-after`, there might be slight differences in interpretation across different versions and browsers. Testing in your target browsers is recommended.
Alternatively, you can use a `<div>` element with the class "page-break" and define the `page-break-after` property in your CSS using the `@media print` query:
```html
<div class="page-break"></div>
```
```css
@media print {
.page-break {
page-break-after: always;
}
}
```
This approach offers more flexibility for styling the element around the page break if needed.
### Demonstrating Page Breaks Insertion
Assuming you need to control the page breaks to optimize the printing of lengthy content such as books, reports, or manuals. Here's an example demonstrating how to insert page breaks within a long document:
```html
<h1>Chapter 1: Introduction</h1>
<p>
Lorem ipsum dolor sit ameft consectetur adipisicing elit. Obcaecati rem ipsa
odio repudiandae quos, non porro modi expedita natus placeat quis suscipit
vitae recusandae voluptatibus saepe commodi adipisci repellat incidunt illo
dolore amet nisi ipsam maxime fugit? Similique praesentium tempora illo
deserunt soluta. Animi accusantium corrupti beatae adipisci recusandae in
quidem numquam, officiis odit illum nam rerum sit sed? Esse labore
perspiciatis voluptatem eum optio enim quo at est nihil laborum.
</p>
<div class="page-break"></div>
<h1>Chapter 2: Detailed Explanation</h1>
<p>
Lorem ipsum dolor, sit amfet consectetur adipisicing elit. Sapiente vero quos
dolores mollitia reprehenderit dignissimos tempore animi, cum, veniam suscipit
ullam ea dolorem enim at non ex! Animi magni eaque molestias eos expedita
praesentium doloribus ratione! In accusantium suscipit nemo ad harum eligendi,
eveniet sit optio atque ullam inventore assumenda, corrupti pariatur, quo quae
saepe delectus. Error quo accusamus id fugit sit libero alias minima beatae
quia dicta unde architecto aperiam, quis enim quaerat consectetur nulla quae
laborum, culpa aspernatur dignissimos quos ipsum quam ex. Suscipit, accusamus
ea voluptates mollitia ipsum quibusdam reprehenderit? Mollitia, eaque atque
nihil doloribus aperiam numquam!
</p>
<div class="page-break"></div>
<h1>Chapter 3: Conclusion</h1>
<p>
Lorem, ipsum dolor sit ameft consectetur adipisicing elit. Vel, quas eius
veritatis commodi, quis architecto ullam ab eaque quos hic fugiat itaque illo
reprehenderit pariatur ratione praesentium possimus aut nostrum magnam numquam
ea nobis? Molestiae praesentium nulla vel possimus dolore, voluptate incidunt
impedit excepturi labore dolorem quae porro voluptatum harum doloribus itaque
aperiam in atque assumenda eveniet est, provident alias ab.
</p>
```
```css
body {
font-size: 19px;
background-color: #dc9999;
}
@media print {
.page-break {
page-break-after: always;
}
h1 {
font-size: 38px;
}
p {
font-size: 33px;
}
}
```
Here, the `.page-break` class is used to apply the `page-break-after: always;` property, ensuring that a page break occurs after each chapter. When you print this document or preview it in print mode, you should see each chapter starting on a new page due to the page break specified after each `<div class="page-break"></div>` element, as shown below.
Here is the output as displayed on the web page:

Here is the previewed output for printing:

## Content Adjustment
Content adjustment for printing involves hiding or modifying specific elements to improve the printed output. Here are some techniques for hiding or modifying content for printing purposes:
* You can achieve this using `@media print` with CSS. This method leverages the `@media print` media query to target styles specifically for printing scenarios. Within the media query, you can use CSS properties like `display: none;` to hide unwanted elements on the printed page.
Here is an example:
```css
@media print {
.navigation-bar,
.footer {
display: none; /* Hide navigation bars and footers */
}
}
```
* You can also modify web element styles specifically for printing using the `@media print` media query.
Here is an example:
```html
<body>
<p id="content">This content will appear on both screen and print.</p>
</body>
```
```css
@media print {
p#content {
font-size: 18px; /* Adjust font size for printing */
}
}
```
In this example, the `#content` paragraph will have a larger font size (18px) when printed. You can use various CSS properties within the `@media print` block to modify the content's appearance for printing, such as font size, font weight, color, and margin.
* Let's look at a practical example to demonstrate how to hide navigation bars and footers for printing using` @media print`:
```html
<header>
<h1>This is the Document Title</h1>
</header>
<nav>
<ul>
<li><a href="#">Home</a></li>
<li><a href="#">About</a></li>
<li><a href="#">Contact</a></li>
</ul>
</nav>
<main>
<h1>Main Content</h1>
<p>This is the main content of the document.</p>
<p>This is another paragraph with more content.</p>
</main>
<footer>
<h1>Footer section</h1>
<p>© 2024 My Company Name</p>
</footer>
```
```css
body {
font-family: Arial, sans-serif;
background-color: #dc9999;
}
header,
main,
footer {
padding: 0.5em;
}
p {
font-size: 28px;
}
nav {
background-color: #bbd4e5;
padding: 30px;
}
nav li {
display: inline-block;
margin-right: 15px;
font-size: 24px;
}
/* Hide navigation bar and footer for printing */
@media print {
nav,
footer {
display: none;
}
}
```
In the above example, the `@media print` block, the `nav` and `footer` elements, are set to `display: none`, which hides them from the printed output. This ensures that these elements are not included in the printed version of the document, just as seen in the output below:
Here is the web page display:

Here is the previewed output for printing:

## Typography for Printing
You can incorporate effective typography practices to enhance the readability and user experience of your printed documents.
Here is an example:
```css
@media print {
body {
font-size: 12pt; /* Adjust font size for print */
margin: 0; /* Remove default margins */
}
}
```
Here, the `body` selector targets the `<body>` element of your HTML document, setting `font-size: 12pt;` which sets the font size to 12 points for all text within the `<body>` when the page is printed. Point (pt) is a unit of measurement commonly used in print media. The `margin: 0;` property sets the margin of the `<body>` element to 0 when printing. By setting the margin to 0, you remove any default margins that may be applied by the browser or user agent, ensuring that the content starts from the edge of the page.
Let's look at a practical example demonstrating how to modify web elements for print:
```html
<h1>Main Heading</h1>
<p>This is a paragraph of text.</p>
<h2>Subheading</h2>
<p class="important-text">This text is important and should stand out.</p>
```
```css
body {
font-size: 24px; /* Set default font size */
background-color: #dc9999;
}
.important-text {
font-size: 26px; /* Larger font size for important text */
font-weight: bold;
color: #ee1b1b; /* Red color for emphasis */
}
/* Print-specific styles */
@media print {
body {
font-size: 38pt; /* Adjust font size for print */
margin: 0; /* Remove default margins */
font-family: Arial, Helvetica, sans-serif;
}
.important-text {
color: #1217a2; /* Change color for print */
font-size: 28pt;
font-style: italic;
}
}
```
This example displays on the screen with a default font size of 24 pixels, a background color of #dc9999, and emphasized text in red (#ee1b1b) at a font size of 26 pixels with bold weight. It has a larger font size of 38 points, a dark blue color (#1217a2) for emphasized text, and emphasized text in italic style at a font size of 28 points on print. The font family for the print version will be Arial, Helvetica, and sans-serif.
Here is the output as displayed on the web page:

Here is the previewed output for printing:

## Print Optimization Considerations
When preparing content for print, several crucial factors come into play to ensure the best possible output. This section delves into critical considerations for print optimization, including color management, typography, layout optimization, and image optimization techniques. Understanding and implementing these considerations can significantly enhance the quality and readability of printed materials.
Here are some strategies and guidelines:
* Color Management: You need to address discrepancies between monitor color gamuts and printer capabilities. Ink and paper variations can also affect color representation. To ensure color consistency, calibrate your monitor, use the CMYK color model, and utilize soft proofing features in design software. Also, Ensure high contrast between text and background, avoid low-contrast color combinations, and prioritize clear fonts for optimal readability.
* Typography: Selecting appropriate fonts and sizes impacts readability. For body text, prioritize clear, easy-to-read fonts like Arial or Helvetica. Use serif fonts like Times New Roman sparingly for emphasis and avoid decorative or script fonts. Also, maintain adequate line spacing, use left-aligned text for body content, implement sufficient margins, and test your typography choices in print.
* Layout Optimization: Optimize layout for print by adjusting page size, margins, and orientation to suit different print formats. Utilize CSS media queries to modify layout properties for print, controlling page breaks and columns for improved presentation.
* Image Optimization: Understand that resolution (PPI) affects image quality in print. Most printers require at least 300 PPI for good results. Use high-resolution images, resize using quality-preserving methods (bicubic interpolation), consider lossless image formats like PNG or TIFF, and test resized images at the desired print size.
## Conclusion
This detailed guide has explored various aspects of print optimization, empowering you to create documents that are not only informative but also visually appealing and ready for high-quality print output. By following these guidelines and implementing the recommended techniques, you can optimize the quality and professionalism of your printed materials. Remember to test your print output regularly to refine your optimization approach and ensure a successful outcome.
| asayerio_techblog | |
1,921,213 | Django Admin: customize the auth system | Django admin is insanely good for an out-of-the-box lean and clean admin panel; it's not the most... | 0 | 2024-07-12T13:58:15 | https://dev.to/kwnaidoo/django-admin-customize-the-auth-system-58pd | webdev, programming, tutorial, python | Django admin is insanely good for an out-of-the-box lean and clean admin panel; it's not the most "sexy" looking dashboard around but it gets the job done for internal company tools.
If you don't like the look and feel of Django Admin but want to be lazy like me and re-use the auth system to get a basic login/logout starting point, this tut is for you!
## Routes
In your "urls.py" add these to your routes:
```python
from django.urls import path
from myapp.views import (
login_view,
logout_view,
)
urlpatterns = [
...
path("accounts/login/", login_view, name="accounts_login"),
path("accounts/logout/", logout_view, name="accounts_logout"),
]
```
## Controller methods
Now let's handle our login routes in "myapp/views.py":
```python
def login_view(request):
error = None
form = LoginForm()
if request.method == "POST":
form = LoginForm(request.POST)
if form.is_valid():
username = form.cleaned_data["username"]
password = form.cleaned_data["password"]
user = authenticate(request, username=username, password=password)
if user:
login(request, user)
if user.is_superuser:
return HttpResponseRedirect("/admin/")
return HttpResponseRedirect("/dashboard")
else:
error = "Login failed. Please check your details and try again."
return render(request, "login.html", {"form": form, "error": error})
```
As is the standard with all Django forms, you need a form object for this login view, so add this to "forms.py"
```python
from django import forms
class LoginForm(forms.Form):
username = forms.CharField(label="Your username", max_length=100)
password = forms.CharField(widget=forms.PasswordInput())
```
Handling the logout is as simple as:
```python
def logout_view(request):
logout(request)
return HttpResponseRedirect("/accounts/login")
```
## A login template
Now that you have a basic login in place, we need to add our "login.html" form as follows:
```python
<form action="/accounts/login/" method="post" class="login-form">
{% csrf_token %}
<div class="form-group">
<input type="text" name="username" class="form-control rounded-left" placeholder="Username" required>
</div>
<div class="form-group d-flex">
<input type="password" name="password" class="form-control rounded-left" placeholder="Password" required>
</div>
<div class="form-group">
<button type="submit" class="btn btn-primary rounded submit p-3 px-5">Login</button>
</div>
</form>
```
For readability, I kept the markup stupidly simple, but the essential here is the actual form that captures the user's details and posts to our login route.
## Protecting routes
```python
from django.contrib.auth.decorators import login_required
@login_required
def dashboard(request):
# access the user's information via request.user
```
You can use this decorator anywhere in your views.py to restrict access to any route you wish.
>💡 Want some of that Next.js Kool-Aid everyone is drinking without having to deal with JS? Try [Django Unicorn](https://www.django-unicorn.com/). It's open-source and super easy to implement.
## Conclusion
Wasn't that such a breeze? Django is a powerful framework, that will make you super productive regardless of how big or small your application is.
| kwnaidoo |
1,921,214 | Importance of HTML Semantics in SEO Optimization and Accessibility Improvements | https://docs.google.com/document/d/1OU_l49xuFcxe7zdhglen5CRrtfu4HYBOVxrhV5H63Fs/edit?usp=drivesdk | 0 | 2024-07-12T13:37:14 | https://dev.to/sharon_wangui_/importance-of-html-semantics-in-seo-optimization-and-accessibility-improvements-jk9 | webdev, html, beginners, programming | https://docs.google.com/document/d/1OU_l49xuFcxe7zdhglen5CRrtfu4HYBOVxrhV5H63Fs/edit?usp=drivesdk | sharon_wangui_ |
1,921,215 | Create and Configure a Virtual Network with Four Subnets | Azure Virtual Network (VNet) is a fundamental building block for private network in Azure. VNet... | 0 | 2024-07-12T13:37:34 | https://dev.to/dera2024/how-to-create-and-configure-a-virtual-network-with-four-subnets-o40 | microsoft, azure, networking, beginners | Azure Virtual Network (VNet) is a fundamental building block for private network in Azure. VNet enables many types of Azure resources, such as Azure Virtual Machines (VMs), to securely communicate with each other, the internet, and on-premises networks.
Provided you were given an IP Address **192.148.30.0/26** to create four subnets for it, With the step to step guide written below, you will be able to successfully create VNet.
**Step 1**: Login to Azure Portal
- Go to [Azure Portal](url) and log in with your credentials.
- From the Azure display screen, choose the virtual network icon or in the Search the Marketplace search box, type Virtual Network and select Virtual Network from the results.

- Click Create.

**Step 2**: Configure the Virtual Network
**Basics Tab**:
- Resource Group:Select an existing resource group or create a new one.
- Name: Enter a name for your virtual network.
- Region: Select the region where you want to deploy the virtual network.

**IP Addresses Tab**:
- IPv4 Address Space: Define the address space (e.g.,192.148.30.0/26).
- Add the four Subnets(accounting, marketing, finance and banking departments)
- Subnet Name: Enter a name for the first subnet (e.g.,Accounting-dept).
- Subnet Address Range: Define the address range for the subnet (e.g., 192.148.30.0/26).

- Click + Add subnet to add additional subnets.

- Repeat the process to create the remaining three subnets with different address ranges (e.g.,192.148.30.0/26,192.148.30.64/26, 192.148.30.128/26 and 192.148.30.192/26)
**Step 3**: Review + Create, Leave the security and tags tabs at default.

- Review the settings in the Review + create tab and click on create to deploy.

**Step 4** After deployment of the virtual network with the specified subnets, click on "Go to resource" and overview to see it running.
_NOTE: Click on subnets to view the four subnets you created ,you can always create another subnet by clicking on the +Subnet tab._

Azure Virtual Network provides isolation, security, scalability, high availability, subnet segmentation, internet connectivity, and seamless integration with on-premises networks. | dera2024 |
1,921,216 | METAPhilosophy | Understanding MetaPhilosophy thoroughly in 1, 2 & 3 Philosophy ... Love of wisdom META ...... | 0 | 2024-07-12T13:39:10 | https://dev.to/seremonia/metaphilosophy-25i3 | metaphilosophy, philosophy | Understanding MetaPhilosophy thoroughly in 1, 2 & 3
Philosophy ... Love of wisdom
META ... Beyond
🔰 MetaPhilosophy is Beyond the Love of Wisdom. What is Beyond the Love of Wisdom❓
🧩 Wisdom is Truth Itself & Truth Represents the Right Boundaries
🎯 Loving Wisdom Means Loving the Right Boundaries
Right Boundaries Provide Clarity So They Are Easily Understood
⭕️ Philosophy Loves Clarity, Not Accumulating Confusion (Polemic)
❇️ Going Beyond Clarity Means Foundational
❇️ Foundational Means Absolute, So MetaPhilosophy Goes Beyond Clarity Which Also Means At the Foundational Point
Which Also Means Being MetaPhilosophical Is Being at the Foundation - Absolute, So MetaPhilosophy Explores the Dimension of Absoluteness
UNDERSTANDING METAPHILOSOPHY EASILY
To make it easier to understand MetaPhilosophy❓
Exploring Absoluteness
MetaPhilosophy seeks to understand the fundamental wisdom of what is considered most fundamental.
Beyond Rationality
Despite rationality being considered the foundation of philosophical reasoning, even rationality is not easily understood if it is not realistic.
What is considered rational is sometimes difficult to understand realistically, except as mere overlapping logical conclusions.
Subjective-Objective
MetaPhilosophy must be able to see the objective side of the subjective, and see the subjective side of the objective.
So as not to mistakenly understand the concrete in an abstract way and vice versa, which would take it out of context.
Context & Perspective
MetaPhilosophy must be able to see context differently from perspective and not equate "different contexts" as "different perspectives," though they are different.
⭕️ THIS IS THE MAIN MISTAKE IN PHILOSOPHY THAT BECOMES THE ROOT OF MANY POLEMICS
Philosophical Ambiguity
MetaPhilosophy must be wary of ambiguity in philosophy, in order to find universal truth
Beyond Cause and Effect
MetaPhilosophy must reason beyond cause and effect (beyond relative logical consequences)
WORLD VIEW ON METAPHILOSOPHY
The Problem of METAPhilosophy❓
⭕️ They didn't grasp the concept of MetaPhilosophy. They only see METAPhilosophy as 'philosophy about philosophy'❓So ambiguous.
So, unlike what is generally known in the world that MetaPhilosophy is philosophy about philosophy❓Which is still ambiguous because they themselves are confused in formulating the concept of MetaPhilosophy and then their confusion considers MetaPhilosophy no different from or part of philosophy ❌
But actually ...
📌 SO, MetaPhilosophy fundamentally is
1⃣ ❇️
Tracing Universal Truth and Applying Knowledge Contextually
Practically ...
2⃣ ❇️
Reasoning Equally (Subjective-Objective) Based on Premises Beyond Cause and Effect (Absolute Logical Consequences)
Experimentation
This means that if previous philosophy only contemplated with thoughts far from experimentation, MetaPhilosophy must base its knowledge on experimental evidence or conduct experiments itself.
The difference between science and MetaPhilosophy is that if science seeks to find the truth of probability from the results of its experiments, MetaPhilosophy must be able to see the universal truth from its experimental results.
3⃣ ❇️
Fundamentally, MetaPhilosophy deals with universal absolute truth. Whatever is touched, studied, communicated, or approached by MetaPhilosophy, always seeks the underlying universal absolute truth. 📌
So it is time for science to trust philosophy through MetaPhilosophy, where their synergy will occur - sooner or later.
🔰 Science is the hand of MetaPhilosophy, and vice versa.
🔰 I THINK THIS IS ENOUGH TO EXPLAIN WHAT METAPHILOSOPHY IS
| seremonia |
1,921,217 | Experience the powerful charm of BitPower Loop | In today's rapidly developing technological era, finding efficient, reliable and innovative solutions... | 0 | 2024-07-12T13:41:01 | https://dev.to/akjajaj_82d65819e4dfd5f9/experience-the-powerful-charm-of-bitpower-loop-4fj9 | In today's rapidly developing technological era, finding efficient, reliable and innovative solutions has become a common pursuit of enterprises and individuals. BitPower Loop came into being under this background and is committed to providing users with excellent services and unparalleled experience.
What is BitPower Loop?
BitPower Loop is a new, intelligent energy management system designed to optimize energy use, improve energy efficiency and reduce costs. Whether it is an enterprise or an individual user, BitPower Loop can provide customized solutions to help users achieve modern and intelligent energy management.
core advantages
1. Intelligent monitoring and analysis
BitPower Loop is equipped with advanced sensors and monitoring equipment to track and record energy usage in real time. Through powerful data analysis functions, users can clearly understand energy usage patterns and detect abnormalities in time, so that they can take appropriate measures to avoid energy waste.
2. Energy saving and consumption reduction
By optimizing energy distribution and usage strategies, BitPower Loop helps users significantly reduce energy consumption and expenses. This not only helps enterprises improve economic benefits, but also reduces carbon emissions and contributes to environmental protection.
3. Customized solutions
Each user's energy needs and usage are different, and BitPower Loop provides flexible customized services to meet users' individual needs. Whether you are a large enterprise, commercial institution, or home user, you can find a solution that suits you.
4. Convenient operation
The user interface of BitPower Loop is simple and friendly, even users without technical background can easily get started. The system supports remote operation and monitoring, allowing users to monitor energy usage dynamics anytime and anywhere.
scenes to be used
Enterprise energy management: Help enterprises optimize production processes, reduce operating costs, and improve energy utilization efficiency.
Smart home: Provide convenient energy management tools for home users to improve the quality of life.
Public facilities: Optimize energy use in public facilities, reduce public expenditures, and improve service quality.
User reviews
Since its launch, BitPower Loop has won the trust and praise of many users. Users generally believe that BitPower Loop not only has excellent performance, but also provides considerate services, helping them realize the modernization and intelligence of energy management.
Summarize
BitPower Loop has become a rising star in the field of energy management with its advanced technology, flexible solutions and excellent user experience. Whether you are an enterprise or an individual user, choosing BitPower Loop is a big step towards an efficient, environmentally friendly, and smart life.
Join BitPower Loop and let us embrace the new era of smart energy management together!@BitPower Loop | akjajaj_82d65819e4dfd5f9 | |
1,921,218 | Justified Cognitive | This the 1st, initial step is to ensure avoidance of cognitive biases. Don’t focus on logical... | 0 | 2024-07-12T13:41:39 | https://dev.to/seremonia/justified-cognitive-313m | metaphilosophy, cognitivebias | This the 1st, initial step is to ensure avoidance of cognitive biases. Don’t focus on logical rule-checking first. Instead, focus on avoiding cognitive biases.
It's like not trying to apply logic to something that is inherently beyond logic. Isn't it logical to detect whether something is beyond logic or not?
This is why avoiding cognitive biases is fundamentally part of establishing something logically, even if it cannot be understood by logical rules.
A simple example: logic cannot comprehend the logic behind a magic show, even though the magic show is logical; our perception is simply biased (blurred - obscured).
Here, ensure first that we are not dealing with a magic show (except for magicians who have already overcome cognitive biases and are creating the scenario of cognitive bias themselves).
Once it is certain that we are not dealing with a magic show, then proceed to apply all the logical formulas you know. It is better to deepen reasoning through the Quran, which recognizes a broader range of causality than what is limitedly known in philosophy.
Justified Cognitive (Tested Perception)
So, our focus here is on overcoming cognitive biases, so that the conclusion-drawing process (logically) is also relevant and not out of context.
So, besides understanding the signs of logic (logical fallacy), it is also necessary to understand the signs of perception (justified cognitive to avoid cognitive biases) so that perception is not deceived like a magic trick.
These are some forms of justification which have not yet been specifically realized by philosophy except in a psychological context, not yet in its own philosophical realm.
Here, we will transform the concept of philosophy, which tends to be considered abstract, into a philosophy that is objective without ignoring the subjective side (note here the importance of synergy between subjectivity & objectivity).
Every word or piece of meaning must have empirical evidence.
📌 Case Study:
Example: "fruit on the table". The empirical evidence (seeing more closely the presence of fruit on the table). If not found, then...
✅ EXAMPLE - Exemplar Justification.
Find an example that there has been fruit on the table before. If there is no example at all of fruit on the table, then..[.
✅ SCALE - Scale Justification
Look for a smaller scale. Maybe it means a picture of fruits? Plastic fruit? Or something resembling fruit (synthetic fruit). If there is no empirical evidence, nor an example & scale, then...
✅ LOGICAL CONSEQUENCE - Consequence Justification.
Look for the logical consequence of the possibility of the table's surface and material being able to hol[d fruit.
✅ TRACE - Trace Justification.
Ensure there are traces, smell, stickiness from the sweetness of fruit that was once placed on the table. Traces of people talking about fruit on the table. LIKE A PHILOSOPHICAL DETECTIVE.
📌 If it has been proven that there is fruit on the table in any form of justification above, it is only ensuring the state is free from obscurity. However, further justification is needed so that the information "there is fruit on the table" is not wrongly linked to another statement "there is a sweetheart sitting on the table."
✅ CAUSAL JUSTIFICATION. The point is to be aware that the statements that have been verified because our perception is tested through justification (justified cognitive), should not overlap with other information. Here, "Causal Justification" is necessary.
To determine which type of causality applies to "the fruit on the table." In this case, it falls under the type of "dependent reliance."
👉 For philosophers who find the dependent causality relationship strange, they are late to the understanding of Einstein or science, which has grasped this concept where Einstein's theory of gravity emphasizes the Earth's reliance on space.
🔰 See how understanding causality enables us not only to touch reality but also to separate events or states according to their type, to prevent overlapping between Einstein's gravity and Newton's gravity model. | seremonia |
1,921,219 | 获客系统自动筛选,获客群发防封号工具,获客过滤软件 | 获客系统自动筛选,获客群发防封号工具,获客过滤软件 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T13:41:56 | https://dev.to/cswb_fvas_1c0a325c34ee02a/huo-ke-xi-tong-zi-dong-shai-xuan-huo-ke-qun-fa-fang-feng-hao-gong-ju-huo-ke-guo-lu-ruan-jian-28p |
获客系统自动筛选,获客群发防封号工具,获客过滤软件
了解相关软件请登录 http://www.vst.tw
自动化获客系统,优化您的客户筛选流程
在竞争激烈的市场环境中,企业需要高效地找到潜在客户并将其转化为实际的销售机会。传统的手动获客方法已经不能满足现代企业的需求,因此越来越多的公司转向自动化获客系统来优化他们的客户筛选过程。
1. 什么是自动化获客系统?
自动化获客系统是一种利用软件和技术工具来自动化和优化客户获取过程的系统。这些系统利用数据分析、人工智能和机器学习等技术,帮助企业在庞大的潜在客户群中找到最有可能成为付费客户的个体。这种系统不仅仅限于简单的营销自动化,还包括更高级的客户分析和预测功能。
2. 自动化获客系统的工作原理
自动化获客系统通常通过以下几个步骤来实现有效的客户筛选,
数据收集和整合, 系统会从多个渠道收集客户数据,包括网站访问记录、社交媒体活动、电子邮件交互等。这些数据被整合到一个统一的平台中。
客户分析和建模, 基于收集到的数据,系统利用机器学习算法分析客户行为模式,识别潜在客户的特征和趋势。这些模型可以帮助企业预测哪些客户最有可能转化为实际销售。
自动化营销和个性化推荐, 根据客户分析的结果,系统可以自动化地向潜在客户发送个性化的营销内容和推荐产品或服务,从而增加转化率。
实时跟进和反馈循环, 系统不仅帮助筛选客户,还能够实时监控客户的反馈和行为,根据反馈调整营销策略,形成一个持续优化的循环。
3. 自动化获客系统的优势
采用自动化获客系统能够带来多方面的优势,
提高效率和节省成本, 自动化大大减少了人工处理数据和客户筛选的时间和成本,使团队能够集中精力处理更有价值的任务。
增强客户体验, 个性化的营销和推荐可以提升客户对品牌的满意度和忠诚度,改善整体客户体验。
提升销售转化率, 通过精确的客户分析和预测,企业能够更准确地识别潜在的高价值客户,并有效地将其转化为销售机会。
4. 成功案例
许多企业已经成功地实施了自动化获客系统,并取得了显著的业务成果。例如,某电商平台利用自动化获客系统成功提高了客户转化率超过30%,并且大大降低了客户获取的成本。
结论
随着技术的发展和市场的变化,自动化获客系统已经成为现代企业提升竞争力的重要工具之一。通过有效地利用数据和技术,企业能够在激烈的市场竞争中脱颖而出,实现持续增长和业务成功。
因此,如果您的企业还没有采用自动化获客系统,现在可能是时候考虑将其引入您的战略规划中,以优化客户筛选流程,提升销售效率,并赢得更多市场份额。
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Tag:获客营销机器人,获客营销软件,获客引流软件,获客获取软件,获客加粉软件,获客群控机器人,获客群控软件,获客群控群控,获客群控专家,获客群控大师机器人,获客群控推广软件,获客群控引流工具,获客营销大师,获客推广专家
| cswb_fvas_1c0a325c34ee02a | |
1,921,220 | 加粉软件,reddit筛选助手,reddit过滤助手 | Reddit加粉软件,reddit筛选助手,reddit过滤助手 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T13:43:14 | https://dev.to/itfd_plsf_5a713dbbb68e2a8/jia-fen-ruan-jian-redditshai-xuan-zhu-shou-redditguo-lu-zhu-shou-58kl |
Reddit加粉软件,reddit筛选助手,reddit过滤助手
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在当前社交媒体充斥着各种内容的时代,Reddit作为一个知识分享和社区讨论的平台,吸引了无数用户的关注和参与。然而,随着Reddit的用户群体不断扩大,许多人开始寻求提升自己帖子的可见性和影响力的方法。这就导致了一些用户使用Reddit加粉软件来增加其粉丝数量和帖子的点赞数,以此来提高其在社区中的影响力和知名度。
Reddit加粉软件通常被设计为自动化工具,可以快速地增加用户的粉丝数和帖子的点赞数。这些软件可能通过机器人账号自动订阅其他用户、自动点赞帖子,甚至自动发布评论,以制造看似真实的互动和活跃度。尽管这些工具表面上看起来可以帮助用户获得更多的曝光和社区认可,但实际上它们却带来了一系列潜在的问题和负面影响。
首先,Reddit作为一个注重真实互动和有价值内容的社区平台,对于机器人和虚假活动持有零容忍的态度。使用加粉软件往往违反了Reddit的使用政策,可能导致用户的账号被封禁或被限制使用,从而带来严重的法律和道德责任问题。
其次,通过加粉软件增加的粉丝和点赞往往是虚假的,缺乏真实的互动和价值。这种人为的干预不仅可能误导其他用户,也会扭曲社区的真实反馈和评价体系,最终损害了整个社区的信誉和用户体验。
最重要的是,使用Reddit加粉软件不符合正当的社交媒体使用伦理和原则。在任何社交媒体平台上,真实的互动和内容质量才是长期成功和影响力的关键,而不是依赖于虚假的粉丝和点赞数。
因此,作为一个Reddit用户,应当遵守平台的使用规则和道德准则,注重创造有价值的内容和真实的社区互动。通过真诚和努力,才能在Reddit这样的社交媒体平台上建立起真正的影响力和声誉,获得长远的成长和回报。
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Tag:reddit营销机器人,reddit营销软件,reddit引流软件,reddit获取软件,reddit加粉软件,reddit群控机器人,reddit群控软件,reddit群控群控,reddit群控专家,reddit群控大师机器人,reddit群控推广软件,reddit群控引流工具,reddit营销大师,reddit推广专家
| itfd_plsf_5a713dbbb68e2a8 | |
1,921,221 | BitPower Loop - Helping you step into the door of future energy | As global energy demand continues to grow, people's demand for renewable energy and energy management... | 0 | 2024-07-12T13:44:27 | https://dev.to/_9abdd486c02b48be694ef8/bitpower-loop-helping-you-step-into-the-door-of-future-energy-n88 | As global energy demand continues to grow, people's demand for renewable energy and energy management is also increasing. In this era of pursuing sustainable development, BitPower Loop came into being. As a revolutionary energy solution, it is not only a product, but also a new paradigm of energy self-management.
What is BitPower Loop?
BitPower Loop is an intelligent energy management system based on blockchain technology, designed to optimize energy production, storage and consumption. It integrates advanced artificial intelligence algorithms to monitor and adjust energy flows in real time, thereby improving energy efficiency and reducing energy costs.
Key features:
Intelligent optimization: Through real-time data analysis and prediction, BitPower Loop can intelligently optimize the distribution and use of energy to ensure the best results under different needs.
Safe and reliable: Based on blockchain-based distributed ledger technology, it ensures the transparency and security of energy data and prevents data tampering and improper access.
Environmentally friendly: BitPower Loop encourages and optimizes the use of renewable energy, minimizes the impact on the environment, and helps create a green and sustainable energy future.
User-friendly: The easy-to-use interface and intelligent operation allow users to easily manage and monitor their energy consumption and production.
Applicable scenarios:
BitPower Loop is suitable for energy systems of all sizes, including personal homes, commercial buildings, and industrial production environments. Whether you want to reduce your energy bills or improve energy efficiency, BitPower Loop can tailor the best solution for you.
Conclusion:
With the continuous advancement of energy technology and the pursuit of sustainable development by society, BitPower Loop, as a forward-looking energy management platform, will continue to lead the innovation and development of the industry. Choosing BitPower Loop, you not only choose a new way of efficient energy management, but also contribute to sustainable development.
Under the leadership of BitPower Loop, let us move towards a cleaner and more efficient energy future together!
As global energy demand continues to grow, people's demand for renewable energy and energy management is also increasing. In this era of pursuing sustainable development, BitPower Loop came into being. As a revolutionary energy solution, it is not only a product, but also a new paradigm of energy self-management.
What is BitPower Loop?
BitPower Loop is an intelligent energy management system based on blockchain technology, designed to optimize energy production, storage and consumption. It integrates advanced artificial intelligence algorithms to monitor and adjust energy flows in real time, thereby improving energy efficiency and reducing energy costs.
Key features:
Intelligent optimization: Through real-time data analysis and prediction, BitPower Loop can intelligently optimize the distribution and use of energy to ensure the best results under different needs.
Safe and reliable: Based on blockchain-based distributed ledger technology, it ensures the transparency and security of energy data and prevents data tampering and improper access.
Environmentally friendly: BitPower Loop encourages and optimizes the use of renewable energy, minimizes the impact on the environment, and helps create a green and sustainable energy future.
User-friendly: The easy-to-use interface and intelligent operation allow users to easily manage and monitor their energy consumption and production.
Applicable scenarios:
BitPower Loop is suitable for energy systems of all sizes, including personal homes, commercial buildings, and industrial production environments. Whether you want to reduce your energy bills or improve energy efficiency, BitPower Loop can tailor the best solution for you.
Conclusion:
With the continuous advancement of energy technology and the pursuit of sustainable development by society, BitPower Loop, as a forward-looking energy management platform, will continue to lead the innovation and development of the industry. Choosing BitPower Loop, you not only choose a new way of efficient energy management, but also contribute to sustainable development.@BitPower Loop
Under the leadership of BitPower Loop, let us move towards a cleaner and more efficient energy future together! | _9abdd486c02b48be694ef8 | |
1,921,222 | BitPower: A New Era of Blockchain Investing | BitPower Loop smart contracts lead the new trend of investment, providing efficient and transparent... | 0 | 2024-07-12T13:44:40 | https://dev.to/_d0d87a598f80abadc87b9/bitpower-a-new-era-of-blockchain-investing-ki4 | webdev, beginners | BitPower Loop smart contracts lead the new trend of investment, providing efficient and transparent liquidity solutions through a distributed decentralized circulation model. Users participate anonymously, choose a circulation period of 1 to 28 days, and obtain different yields. For example, if you invest 10,000 USDT, you will earn 10,040 USDT after 1 day and 12,400 USDT after 28 days. BitPower incentivizes sharing and promotion, and you can get up to 17 levels of sharing rewards. If a user circulates 100 USDT, he can get 20% of the first generation of friends' income. If he circulates 1,700 USDT, he can get 1% of the 17th generation of friends' income. Each reward is automatically returned to the initiator's wallet to ensure timeliness and security. BitPower not only provides returns far beyond traditional finance, but also ensures transparency and fairness through smart contracts. It is the only choice for blockchain investment. | _d0d87a598f80abadc87b9 |
1,921,223 | Unlocking the Power of 2-in-1: How to Thrive in Online Business and Network Marketing | In today's fast-paced digital landscape, entrepreneurs are constantly seeking innovative ways to... | 0 | 2024-07-12T13:44:42 | https://dev.to/drey_jordan_3b45300108e98/unlocking-the-power-of-2-in-1-how-to-thrive-in-online-business-and-network-marketing-24h9 |
In today's fast-paced [digital](https://legenddiamondgeneration.com/<u></u>) landscape, entrepreneurs are constantly seeking innovative ways to diversify their income streams and maximize their [earning](https://legenddiamondgeneration.com/<u></u>) potential. Two lucrative opportunities have emerged as frontrunners in the business world: online business and [network marketing](https://legenddiamondgeneration.com/<u></u>). But what if you could combine the benefits of both into a single, powerful venture? Welcome to the 2-in-1 approach, where you can leverage the strengths of [online business](https://legenddiamondgeneration.com/<u></u>) and [network marketing](https://legenddiamondgeneration.com/<u></u>) to achieve unparalleled success.
Part 1: Building a Strong Online Foundation
- Create a professional website or blog to establish your online presence
- Develop valuable content to attract and engage your target audience
- Utilize social media platforms to expand your reach and build your brand
Part 2: Network Marketing Essentials
- Understand the fundamentals of network marketing and its benefits
- Choose a reputable network marketing company that aligns with your values
- Build a strong network by [connecting](https://legenddiamondgeneration.com/) with like-minded individuals
Part 3: Combining Online Business and Network Marketing
- Utilize online marketing strategies to promote your network marketing business
- Leverage your network to drive traffic to your online content
- Create a sales funnel that integrates both online business and network marketing
Conclusion
By embracing the 2-in-1 approach, you can unlock the full potential of online business and network marketing. Remember to stay focused, adapt to changes in the market, and continuously educate yourself on the latest strategies and best practices. Unlock the power of 2-in-1 and thrive in today's digital landscape!
Note: This is a general outline, and you can expand or modify it as needed to fit your content and goals. Good luck with your article! | drey_jordan_3b45300108e98 | |
1,921,224 | The value of API-First design on side-projects | Cover Photo by Douglas Lopes on Unsplash Intro Lately, I had a chance to try out the... | 0 | 2024-07-12T14:02:07 | https://devopsian.net/p/the-value-of-api-first-design-on-side-projects/ | api, go, typescript, fullstack | _Cover Photo by Douglas Lopes on Unsplash_
## Intro
Lately, I had a chance to try out the API-First design approach. I had never written an OpenAPI document before, so I had no real knowledge of its benefits. It always seemed like too much prep work.
As developers, we often prefer writing code to writing documentation. We dive straight into coding, eager to see our project in action. However, I recently discovered a game-changing approach that has transformed my development process: API-First design. In this post, I'll share my experience implementing this method in a full-stack hobby project, highlighting how it streamlined my workflow and why it's worth considering for your next side project.
> tl;dr: **It will force you to think about your users and how they use your API before writing any code.**
I’ve been working on a full-stack hobby project where my backend and frontend use different languages (Go and SvelteKit). I decided to give this approach a try and had my **“aha” moment**. I wish I had done it before.
## Prioritizing Your Application's Foundation
The API is how we are going to expose our app functionality. An API-first design approach prioritizes the development of APIs before implementing other parts of a software system (or writing code). This method focuses on creating a well-designed, consistent, and user-friendly API that is the foundation for the entire application.
This methodology places the API at the center of the development process, treating it as a first-class citizen rather than an afterthought. Your API comes first, then the implementation.
With a written API specification, we can leverage code generation tools to create some boilerplate code. By defining objects in the specification, code-gen tools can generate the relevant structs, for both the frontend and backend (yes, even when the language used is different). This is a big time saver and it helps us to be consistent.
## What is Open API?
“***The OpenAPI Specification*** *(OAS) defines a standard, language-agnostic interface to RESTful APIs which allows both humans and computers to discover and understand the capabilities of the service without access to source code, documentation, or through network traffic inspection*.”
Simply put, it’s a **contract** that describes your API types and endpoints. You list all your API endpoints, their HTTP methods, what they possibly return, and some description of what they do.
*Now, what if I told you, you can use this document to improve and accelerate your dev experience?*
Once I had this document, that describes the contract between my API server and its clients, these are the things I could do:
1. Generate my backend types (Go)
2. Generate my frontend types (Typescript)
3. Generate a client code for my server (also Typescript)
4. Generate a testing client with Insomnia or Postman
This is a lot of boilerplate code I could save myself from writing. It ensures the frontend and backend types are synchronized since both are generated.
Grab a 🍺, and let’s walk through an example.
## The Project Structure
We will be using Go for the backend and some JS framework for the frontend, and a simple structure would look like:
```bash
app/
├─ api/ -- the place for the Swagger OpenAPI document
├─ client/ -- the client-side code
├─ cmd/
│ ├─ app.go -- thin main func that runs our API server
├─ internal/
│ ├─ api/
│ │ ├─ main.go -- for code-gen
│ ├─ users/
│ │ ├─ handlers.go -- implements the API contract
```
## Generate The APIs
Let's create our API specification. It includes two endpoints and two structs: User and Error.
Place this file under your `/api` directory
```yaml
openapi: 3.0.3
info:
title: Devopsian OpenAPI Example
version: 0.1.0
contact:
name: dev
url: https://devopsian.net
servers:
- url: "http://localhost/v1"
components:
schemas:
Error:
type: object
required:
- code
- message
properties:
code:
type: integer
format: int32
message:
type: string
User:
type: object
required:
- id
- name
- email
properties:
id:
type: string
name:
type: string
email:
type: string
format: email
paths:
/user:
get:
description: Get the current logged-in user
responses:
200:
description: user response
content:
application/json:
schema:
$ref: "#/components/schemas/User"
default:
description: error
content:
application/json:
schema:
$ref: "#/components/schemas/Error"
/signup:
post:
description: Creates a new user
responses:
200:
description: Creates a user
content:
application/json:
schema:
$ref: "#/components/schemas/User"
default:
description: error
content:
application/json:
schema:
$ref: "#/components/schemas/Error"
requestBody:
required: true
content:
application/json:
schema:
type: object
properties:
name:
type: string
email:
type: string
format: email
```
## Generate Server-Side Code
To generate the server-side code, we need some library. I found [oapi-codegen](https://github.com/oapi-codegen/oapi-codegen) for that. It supports many popular HTTP libraries (echo, gin, etc.) At the time of writing, I used `oapi-codegen@v2.3.0`
Add the following files to your `/internal/api` directory
```go
// /internal/api/main.go
//go:generate oapi-codegen --config cfg.yaml ../api/openapi3.yaml
package api
// make sure to install:
// go install github.com/oapi-codegen/oapi-codegen/v2/cmd/oapi-codegen@v2.3.0
```
```yaml
# /internal/api/cfg.yaml
package: api
output: server.gen.go
generate:
models: true
echo-server: true
```
I’m using the echo web framework, you can browse the library documentation to use other frameworks. Now run `go generate ./...` and it will generate the interfaces (handlers) your web server has to implement to **fulfill** this contract, including the **types**.
### Interface Implementation
Now it’s time to write the implementation. We create a `users` package where all the user's API handlers, business logic, storage, etc. are defined. We will keep it simple and implement the handlers with static content.
```go
type UsersHandler struct {
DB *sql.DB
}
func (u *UsersHandler) GetUser(ctx echo.Context) error {
// load the user from the database and return it to the caller
return ctx.JSON(http.StatusOK, api.User{
Email: types.Email("demo@devopsian.net"),
Name: "DemoUser",
Id: "1",
})
}
func (u *UsersHandler) PostSignup(ctx echo.Context) error {
var body api.PostSignupJSONBody
if err := ctx.Bind(&body); err != nil {
return ctx.JSON(http.StatusBadRequest, api.Error{Code: http.StatusBadRequest, Message: "invalid request"})
}
// save user in database
return ctx.NoContent(http.StatusOK)
}
func New(db *sql.DB) *UsersHandler {
return &UsersHandler{DB: db}
}
```
Next, we need to create our web server entry point, we define that at `cmd/server.go`
```go
type Server struct {
users.UsersHandler
}
func main() {
e := echo.New()
s := Server{UsersHandler: *users.New(nil)}
api.RegisterHandlers(e, &s)
e.Logger.Fatal(e.Start(":8080"))
}
```
Note I explicitly pass in `nil` as DB implementation for this example, because we don’t use it.
That’s it. If the code compiles, *our server implements the API contract.* All the API endpoints are handled by the spec. If I had missed something, **it would have broken at compile time.**
How nice is that?
## Generate a Typescript Client
It’s time to generate a client for our API. We use the same openapi schema file to generate a JS client. I won’t include a full frontend project in this example, but rather show how you can generate a client to an existing one.
In the `client/` directory, install the [code-generation](https://www.npmjs.com/package/openapi-typescript-codegen) tool for JS:
`npm install openapi-typescript-codegen --save-dev`. (This post was tested with v0.29.0)
Create a `client/api/` directory, and let’s run the tool:
`npx openapi-typescript-codegen --input ../api/openapi3.yaml --output api/ --name ApiClient`.
This will generate a bunch of typescript files. To use our client we need to create an instance of it.
```typescript
// api.ts
import { ApiClient } from './api/ApiClient'
const client = new ApiClient().default
// client has all the methods of our API:
// - getUser()
// - postSignup(requestBody: {name?: string, email?: string})
```
That's it.
## Summary
API-First design isn't just another development buzzword—it's a powerful approach that can significantly enhance your side projects.
By prioritizing your API design before implementation, you gain clarity, consistency, and efficiency.
The OpenAPI specification is a **contract** between your frontend and backend, **enabling automatic code generation** for types, clients, and even testing tools.
This approach not only saves time but also ensures better synchronization between different parts of your application.
While it may seem like extra work upfront, the long-term benefits—including improved development speed, reduced errors, and better API documentation—make it a valuable investment for any side project.
If you haven't tried it yet, now might be the perfect time to give it a shot and experience these benefits firsthand.
| chen |
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Businesses across Houston are discovering the transformative power of polished concrete. From trendy cafes in Midtown to sleek corporate offices in Downtown, polished concrete is becoming the go-to solution for those looking to blend style with practicality. Its versatility allows it to adapt to various design aesthetics, whether you’re aiming for an industrial look or a more refined, upscale ambiance.
Choosing the Right Professionals
To achieve the best results, it’s crucial to work with experienced professionals who specialize in polished concrete. They can guide you through the process, helping you choose the right finish and ensuring a flawless installation. In Houston, several reputable companies offer top-notch polished concrete services, delivering exceptional results that meet your business needs.
Conclusion
Elevating your business aesthetics with polished concrete is a smart investment. It enhances the beauty of your space while providing practical benefits like durability and low maintenance. As Houston continues to thrive, make sure your business stands out with the timeless elegance of polished concrete flooring.
Contact local Expert:
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| ricospolishedconcrete | |
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https://adurigroupventures.quora.com/Dream-Valley-Budget-Friendly-Open-Plots-in-Hyderabad-Dream-Valley-2-Dream-Valley-2-by-Aduri-Group-offers-50-Acres-of-Fa
https://www.deviantart.com/plotsforsalehyderabd/status-update/Pragna-The-Tropic-The-Tropic-1061820555
https://zameenwale.com/properties/mirchi-venice-city-in-patancheru-hyderabad-ready-to-handover-villas-premium-luxury-villas-mirchi-venice-city-kollur-hyderabad-mirchi-developers-venice-city-pati-venice-city-in-hyderabad-ame-2/
https://mirchidevelopers.medium.com/mirchi-developers-venice-city-mirchi-developers-pati-mirchi-developers-venice-city-price-mirchi-218c4bc7539e
https://mirchidevelopers.medium.com/
https://mirchidevelopers.medium.com/mirchi-developers-luxury-villas-in-hyderabad-villas-for-sale-in-kollur-luxury-gated-community-31c39a7c4fe9
https://mirchidevelopers.medium.com/mirchi-developers-venice-city-mirchi-developers-pati-mirchi-developers-venice-city-price-mirchi-218c4bc7539e
https://mirchidevelopers.medium.com/mirchi-developers-mirchi-developers-venice-city-mirchi-developers-contact-number-mirchi-ff9400594086
https://mirchidevelopers.medium.com/mirchi-developers-pati-mirchi-developers-venice-city-photos-mirchi-developers-venice-city-price-ab7b92728af5
https://mirchidevelopers.medium.com/pati-kollur-villas-new-residential-projects-in-pati-hyderabad-villas-for-sale-in-pati-5539bd804524
https://zameenwale.com/properties/mirchi-venice-city-in-patancheru-hyderabad-ready-to-handover-villas-premium-luxury-villas-mirchi-venice-city-kollur-hyderabad-mirchi-developers-venice-city-pati-venice-city-in-hyderabad-ame-2/
https://zameenwale.com/properties/3-bhk-luxury-villas-in-kollur-for-sale-mirchi-venice-city-kollur-hyderabad-price-list-brochure-mirchi-developers-luxury-villas-in-hyderabad-villas-for-sale-mirchi-venice-city-in-patancheru-2/
https://bhuvi.co.in/property/mirchi-developers-luxury-villas-in-hyderabad-villas-for-sale-mirchi-venice-city-in-patancheru-hyderabad-mirchi-developers-luxury-villas-for-sale
https://www.landwey.in/property/villa-for-sale-in-kollur/3-bhk-luxury-villas-in-kollur-for-sale/66795171c9fec3ca118e83b4
https://bhuvi.co.in/property/mirchi-developers-venice-city-mirchi-developers-pati-mirchi-developers-venice-city-price-mirchi-developers-villas-mirchi-developers-venice-city-photos
https://in.pinterest.com/pin/1008665647778727970/
https://www.trifod.com/topic/2927-mirchi-developers-villasvenice-city-premium-luxury-villas-pati-kollurmirchi-villas-mirchi-villas-kollurvenice-city-hyderabad-pati-kollurvilla-projects-in-kollur-villas-in-kollur-siena-city-kollurvenice-city-villasvenice-city-villas-kollur/
https://www.trifod.com/topic/3426-mirchi-developers-venice-city-mirchi-developers-pati-mirchi-developers-venice-city-price-mirchi-developers-villas-%C2%A0mirchi-developers-venice-city-photos/
https://www.bigproperty.in/properties/villa/sangareddy/new-sale/patancheru/venice-city-luxury-villas-for-sale-in-patancheru-hyderabad/
https://issuu.com/mirchidevelopers/docs/mirchi_venice
https://mytoletindia.com/property/3-bhk-luxury-villas-in-kollur-for-salemirchi-venice-city-kollur-hyderabad/
http://www.indianrealestateboard.com/forums/showthread.php/48794-Investor-Villas-for-sale-in-HMDA-Approved-Project-at-Pati-Kollur
https://121squareyards.com/agent/krishna-kumar-3/?v=a83cd41b5721
https://adpostman.com/listing/mirchi-developers-luxury-villas-in-hyderabad-villas-for-sale-in-mirchi-venice-city-in-patancheru-hyderabad/
http://www.indianrealestateboard.com/forums/showthread.php/50098-MIRCHI-DEVELOPERS-presents-Luxury-Villa-plots-PATI-Kolluru-Ranga-Reddy-Distr
https://zameenwale.com/properties/3-bhk-luxury-villas-in-kollur-for-sale-mirchi-venice-city-kollur-hyderabad-price-list-brochure-mirchi-developers-luxury-villas-in-hyderabad-villas-for-sale-mirchi-venice-city-in-patancheru/
https://houze99.com/agent/krishna-kumar-3/
https://luxuryvillasinhyderabad.quora.com/Please-contact-me-9346745816-WhatsApp-bussiness-Group-Click-Here-https-wa-me-919346745816-Best-Villas-In-Hyde-1
http://www.indianrealestateboard.com/forums/showthread.php/44904-Villas-Pati-Kollur
https://luxuryvillasinhyderabad.quora.com/Please-contact-me-9346745816-WhatsApp-bussiness-Group-Click-Here-https-wa-me-919346745816-Villa-Projects-In-H-1
2.
https://www.landwey.in/property/apartment-for-sale-in-tellapur/3-bhk-flats-in-tellapur-hyderabad-for-sale/6645dbdbbcd9ed1daa55c2f0
http://www.indianrealestateboard.com/forums/showthread.php/52182-Flats-In-Tellapur-Gated-Community-Apartments-In-Tellapur-Gated-Community-Tellapu
https://www.youtube.com/watch?v=nYMa5twVz48
https://villas23bhkopenplotshyderabad.medium.com/nirvana-tellapur-tellapur-flats-for-sale-2-3-bhk-flats-for-sale-in-tellapur-tellapur-apartments-for-829688aba5fe
https://3bhkflatsforsaleinhyderabad1.quora.com/Kompally-Flats-Flats-For-Sale-In-Kompally-2-Bhk-Flats-For-Sale-In-Kompally-Kompally-Apartments-For-Sale-3-Bhk-Flats-In-K-1
http://www.indianrealestateboard.com/forums/showthread.php/52183-New-Apartments-In-Tellapur-2-Bhk-Apartments-In-Tellapur-Apartments-Tellapur
https://www.99land.com/property/green-alpha-tellapur-tellapur-flats-for-sale/
https://3bhkflatsforsaleinhyderabad1.quora.com/Kompally-Flats-Flats-For-Sale-In-Kompally-2-Bhk-Flats-For-Sale-In-Kompally-Kompally-Apartments-For-Sale-3-Bhk-Flats-In-K-1
http://www.indianrealestateboard.com/forums/showthread.php/52183-New-Apartments-In-Tellapur-2-Bhk-Apartments-In-Tellapur-Apartments-Tellapur
https://www.99land.com/property/green-alpha-tellapur-tellapur-flats-for-sale/
https://www.trifod.com/topic/3703-2-bhk-flats-for-sale-in-tellapur-hyderabad-2-bhk-flats-in-tellapur-hyderabad-for-sale-3-bhk-property-for-sale-in-tellapur-hyderabad-apartment-for-sale-in-tellapur-flats-for-sale-in-tellapur-flats-apartments-for-sale-in-tellapur-hyderabad/
https://www.youtube.com/shorts/2qOSHtJMKlE?app=desktop
https://gatedcommunityvillashyderabad.quora.com/Villas-Under-3-Crore-In-Hyderabad-Villas-Under-2-Crore-In-Hyderabad-Gated-Community-Villas-In-Hyderabad-Below-2-Crore-Vi-3
https://mytoletindia.com/property/nirvana-tellapur-23-bhk-flats-for-sale/
https://villas23bhkopenplotshyderabad.medium.com/green-alpha-tellapur-tellapur-flats-for-sale-2-3-bhk-flats-for-sale-in-tellapur-tellapur-apartments-33aabd9faf6a
https://www.trifod.com/topic/3705-3-bhk-apartments-in-tellapur-3-bhk-flats-for-in-tellapur-3-bhk-flats-in-tellapur-3bhk-flats-in-tellapur-3-bhk-flats-for-sale-in-tellapur-3-bhk-apartments-for-sale-in-tellapur-3-bhk-apartments-in-tellapur-3-bhk-flats-in-tellapur-3bhk-flats-in-tella/
https://www.trifod.com/topic/3705-3-bhk-apartments-in-tellapur-3-bhk-flats-for-in-tellapur-3-bhk-flats-in-tellapur-3bhk-flats-in-tellapur-3-bhk-flats-for-sale-in-tellapur-3-bhk-apartments-for-sale-in-tellapur-3-bhk-apartments-in-tellapur-3-bhk-flats-in-tellapur-3bhk-flats-in-tella/
https://www.slideserve.com/krishna175/green-alpha-tellapur-flats-tellapur-flats-for-sale-apartments-in-tellapur
https://www.yalu.in/ad/flats-for-sale-in-tellapur-hyderabadapartments-for-sale-in-hyderabad-tellapurapartments-for-sale-in-tellapur-hyderabadbuy-apartment-9c676d4d
https://www.landwey.in/property/apartment-for-sale-in-tellapur/3-bhk-flats-in-tellapur-hyderabad-for-sale/6645dbdbbcd9ed1daa55c2f0
http://www.indianrealestateboard.com/forums/showthread.php/52182-Flats-In-Tellapur-Gated-Community-Apartments-In-Tellapur-Gated-Community-Tellapu
https://villas23bhkopenplotshyderabad.medium.com/nirvana-tellapur-tellapur-flats-for-sale-2-3-bhk-flats-for-sale-in-tellapur-tellapur-apartments-for-829688aba5fe
https://3bhkflatsforsaleinhyderabad1.quora.com/Kompally-Flats-Flats-For-Sale-In-Kompally-2-Bhk-Flats-For-Sale-In-Kompally-Kompally-Apartments-For-Sale-3-Bhk-Flats-In-K-1
http://www.indianrealestateboard.com/forums/showthread.php/52183-New-Apartments-In-Tellapur-2-Bhk-Apartments-In-Tellapur-Apartments-Tellapur
https://www.99land.com/property/green-alpha-tellapur-tellapur-flats-for-sale/
https://www.trifod.com/topic/3703-2-bhk-flats-for-sale-in-tellapur-hyderabad-2-bhk-flats-in-tellapur-hyderabad-for-sale-3-bhk-property-for-sale-in-tellapur-hyderabad-apartment-for-sale-in-tellapur-flats-for-sale-in-tellapur-flats-apartments-for-sale-in-tellapur-hyderabad/
https://www.youtube.com/shorts/2qOSHtJMKlE?app=desktop
https://gatedcommunityvillashyderabad.quora.com/Villas-Under-3-Crore-In-Hyderabad-Villas-Under-2-Crore-In-Hyderabad-Gated-Community-Villas-In-Hyderabad-Below-2-Crore-Vi-3
https://mytoletindia.com/property/nirvana-tellapur-23-bhk-flats-for-sale/
https://villas23bhkopenplotshyderabad.medium.com/green-alpha-tellapur-tellapur-flats-for-sale-2-3-bhk-flats-for-sale-in-tellapur-tellapur-apartments-33aabd9faf6a
https://www.trifod.com/topic/3705-3-bhk-apartments-in-tellapur-3-bhk-flats-for-in-tellapur-3-bhk-flats-in-tellapur-3bhk-flats-in-tellapur-3-bhk-flats-for-sale-in-tellapur-3-bhk-apartments-for-sale-in-tellapur-3-bhk-apartments-in-tellapur-3-bhk-flats-in-tellapur-3bhk-flats-in-tella/
https://www.slideserve.com/krishna175/green-alpha-tellapur-flats-tellapur-flats-for-sale-apartments-in-tellapur#google_vignette
https://www.yalu.in/ad/flats-for-sale-in-tellapur-hyderabadapartments-for-sale-in-hyderabad-tellapurapartments-for-sale-in-tellapur-hyderabadbuy-apartment-9c676d4d
https://121squareyards.com/property/ala-vaikunthapuram-yellakonda-dtcpt-homes-alavaikuntapuram-ii-in-shankarpally-hyderabadresidential-land-plots-in-shankarpally-hyderabadyellakon/?v=a83cd41b5721
https://121squareyards.com/property/thapovan-hill-county-plots-in-kadthal-hyderabad-paninfra-kadthal-plots-kadthal-land-rates-kadthal-plots-for-sale-kadthal-srisailam-highway/?v=a83cd41b5721
** | plotsforsalehyderaba |
1,921,228 | How to Build A YouTube Clone in HTML CSS and JavaScript | Building a YouTube clone is a fun and educational project that can greatly boost your front-end... | 0 | 2024-07-12T13:51:14 | https://www.codingnepalweb.com/build-youtube-homepage-clone-html-css/ | webdev, html, css, javascript | 
Building a [YouTube clone](https://www.codingnepalweb.com/create-youtube-homepage-tailwind-reactjs/) is a fun and educational project that can greatly boost your front-end development skills. This project lets you work with a familiar design, giving you hands-on experience with essential web technologies like HTML, CSS, and JavaScript. By creating this clone, you’ll gain insights into how modern websites are structured and styled.
In this blog post, I’ll guide you through creating a responsive YouTube clone using [HTML, CSS](https://www.codingnepalweb.com/category/html-and-css/), and [JavaScript](https://www.codingnepalweb.com/category/javascript/). We’ll replicate key features of YouTube’s homepage design, including a navbar with search, a grid layout for videos, a collapsible sidebar, and options for dark or light themes.
As you work on this project, you’ll learn how to structure and style websites effectively to ensure they look great on all devices.
## Why Build a YouTube Clone in HTML CSS & JavaScript?
By building this YouTube clone project using HTML, CSS, and JavaScript, you can gain the following skills:
- **Master HTML and CSS:** Get hands-on experience structuring and styling professional-looking webpages.
- **Responsive Design:** Learn how to use media queries and flexible layouts to make your site look great on any device.
- **JavaScript Basics:** Add interactive elements with JavaScript, such as a collapsible sidebar and theme toggling.
- **Portfolio Piece:** A recognizable project like a YouTube clone can impress potential employers and showcase your skills.
## Video Tutorial to Build YouTube Clone in HTML CSS & JavaScript
{% embed https://www.youtube.com/watch?v=ADhiSLUEQas %}
The YouTube video above is a great resource if you prefer video tutorials. It explains each line of code and provides comments to make building your YouTube clone project easy to follow. If you prefer reading or need a step-by-step guide, keep following this post.
## Steps to Build YouTube Clone in HTML & JavaScript
To build a responsive YouTube clone using HTML, CSS, and JavaScript, follow these simple step-by-step instructions:
- Create a folder with any name you like, e.g., youtube-clone.
- Inside it, create the necessary files: `index.html`, `style.css`, and `script.js`.
- Download the [Images](https://drive.google.com/drive/folders/10WhkK0tL4EknAY-0S3Jupe9V0uHQIXQY) folder and put it in your project directory. This folder contains all the images you’ll need for this YouTube clone. Alternatively, you can also use your images.
In your `index.html` file, add the essential HTML markup with different semantic tags and content to structure your YouTube homepage layout.
```html
<!DOCTYPE html>
<!-- Coding By CodingNepal - www.codingnepalweb.com -->
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>YouTube Homepage Clone | CodingNepal</title>
<!-- Linking Unicons For Icons -->
<link rel="stylesheet" href="https://unicons.iconscout.com/release/v4.0.8/css/line.css">
<link rel="stylesheet" href="style.css">
</head>
<body class="sidebar-hidden">
<div class="container">
<!-- Header / Navbar -->
<header>
<nav class="navbar">
<div class="nav-section nav-left">
<button class="nav-button menu-button">
<i class="uil uil-bars"></i>
</button>
<a href="#" class="nav-logo">
<img src="images/logo.png" alt="Logo" class="logo-image">
<h2 class="logo-text">CnTube</h2>
</a>
</div>
<div class="nav-section nav-center">
<form action="#" class="search-form">
<input type="search" placeholder="Search" class="search-input" required>
<button class="nav-button search-button">
<i class="uil uil-search"></i>
</button>
</form>
<button class="nav-button mic-button">
<i class="uil uil-microphone"></i>
</button>
</div>
<div class="nav-section nav-right">
<button class="nav-button search-button">
<i class="uil uil-search"></i>
</button>
<button class="nav-button theme-button">
<i class="uil uil-moon"></i>
</button>
<img src="images/user.jpg" alt="User Image" class="user-image">
</div>
</nav>
</header>
<!-- Main Layout -->
<main class="main-layout">
<div class="screen-overlay"></div>
<!-- Sidebar -->
<aside class="sidebar">
<div class="nav-section nav-left">
<button class="nav-button menu-button">
<i class="uil uil-bars"></i>
</button>
<a href="#" class="nav-logo">
<img src="images/logo.png" alt="Logo" class="logo-image">
<h2 class="logo-text">CnTube</h2>
</a>
</div>
<div class="links-container">
<div class="link-section">
<a href="#" class="link-item">
<i class="uil uil-estate"></i> Home
</a>
<a href="#" class="link-item">
<i class="uil uil-video"></i> Shorts
</a>
<a href="#" class="link-item">
<i class="uil uil-tv-retro"></i> Subscriptions
</a>
</div>
<div class="section-separator"></div>
<div class="link-section">
<h4 class="section-title">You</h4>
<a href="#" class="link-item">
<i class="uil uil-user-square"></i> Your channel
</a>
<a href="#" class="link-item">
<i class="uil uil-history"></i> History
</a>
<a href="#" class="link-item">
<i class="uil uil-clock"></i> Watch later
</a>
</div>
<div class="section-separator"></div>
<div class="link-section">
<h4 class="section-title">Explore</h4>
<a href="#" class="link-item">
<i class="uil uil-fire"></i> Trending
</a>
<a href="#" class="link-item">
<i class="uil uil-music"></i> Music
</a>
<a href="#" class="link-item">
<i class="uil uil-basketball"></i> Gaming
</a>
<a href="#" class="link-item">
<i class="uil uil-trophy"></i> Sports
</a>
</div>
<div class="section-separator"></div>
<div class="link-section">
<h4 class="section-title">More from YouTube</h4>
<a href="#" class="link-item">
<i class="uil uil-shield-plus"></i> YouTube Plus
</a>
<a href="#" class="link-item">
<i class="uil uil-headphones-alt"></i> YouTube Music
</a>
<a href="#" class="link-item">
<i class="uil uil-airplay"></i> YouTube Kids
</a>
</div>
<div class="section-separator"></div>
<div class="link-section">
<a href="#" class="link-item">
<i class="uil uil-setting"></i> Settings
</a>
<a href="#" class="link-item">
<i class="uil uil-file-medical-alt"></i> Report
</a>
<a href="#" class="link-item">
<i class="uil uil-question-circle"></i> Help
</a>
<a href="#" class="link-item">
<i class="uil uil-exclamation-triangle"></i> Feedback
</a>
</div>
</div>
</aside>
<div class="content-wrapper">
<!-- Category List -->
<div class="category-list">
<button class="category-button active">All</button>
<button class="category-button">Website</button>
<button class="category-button">Music</button>
<button class="category-button">Gaming</button>
<button class="category-button">Node.js</button>
<button class="category-button">JavaScript</button>
<button class="category-button">React.js</button>
<button class="category-button">TypeScript</button>
<button class="category-button">Coding</button>
<button class="category-button">Next.js</button>
<button class="category-button">Data analysis</button>
<button class="category-button">Web design</button>
<button class="category-button">HTML</button>
<button class="category-button">Tailwind</button>
<button class="category-button">CSS</button>
<button class="category-button">Express.js</button>
</div>
<!-- Video List -->
<div class="video-list">
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/OORUHkgg4IM/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">10:03</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
<div class="video-details">
<h2 class="title">Top 10 Easy To Create JavaScript Games For Beginners</h2>
<p class="channel-name">CodingNepal</p>
<p class="views">27K Views • 4 months ago</p>
</div>
</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/qOO6lVMhmGc/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">23:45</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/uITV5E7auiZMDD_BwhVRJMHXXY6qQc0GqBgVyP5LWYTmeRlUP2Dc945UlIbODvztd96ReOts=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
<div class="video-details">
<h2 class="title">How to make Responsive Card Slider in HTML CSS & JavaScript</h2>
<p class="channel-name">CodingLab</p>
<p class="views">42K Views • 1 year ago</p>
</div>
</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/YEloDYy3DTg/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">29:43</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
<div class="video-details">
<h2 class="title">Create A Responsive Website with Login & Registration Form in HTML CSS and JavaScript</h2>
<p class="channel-name">CodingNepal</p>
<p class="views">68K Views • 9 months ago</p>
</div>
</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/hSSdc8vKP1I/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">38:45</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
<div class="video-details">
<h2 class="title">Build Hangman Game in HTML CSS and JavaScript</h2>
<p class="channel-name">CodingNepal</p>
<p class="views">57K Views • 11 months ago</p>
</div>
</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/coj-l7IrwGU/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">19:27</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/6QE8dXq9SOE/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">16:24</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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</div>
</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/q4RgxiDM6v0/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">37:13</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/uITV5E7auiZMDD_BwhVRJMHXXY6qQc0GqBgVyP5LWYTmeRlUP2Dc945UlIbODvztd96ReOts=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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<h2 class="title">How to make Responsive Image Slider in HTML CSS and JavaScript</h2>
<p class="channel-name">CodingLab</p>
<p class="views">1M Views • 1 year ago</p>
</div>
</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/DLs1X9T1GcY/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">9:27</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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<h2 class="title">Create Text Typing Effect in HTML CSS & Vanilla JavaScript</h2>
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<p class="views">17K Views • 10 months ago</p>
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</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/PsNaoDhzQm0/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">25:27</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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<h2 class="title">Create Responsive Image Slider in HTML CSS and JavaScript</h2>
<p class="channel-name">CodingNepal</p>
<p class="views">157K Views • 9 months ago</p>
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</a>
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<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/20Qb7pNMv-4/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">12:24</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/uITV5E7auiZMDD_BwhVRJMHXXY6qQc0GqBgVyP5LWYTmeRlUP2Dc945UlIbODvztd96ReOts=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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<p class="channel-name">CodingLab</p>
<p class="views">85K Views • 2 months ago</p>
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</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/_RSaI2CxlXU/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">30:20</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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<h2 class="title">Easy way to do Multiple File Uploading using HTML CSS and JavaScript</h2>
<p class="channel-name">CodingNepal</p>
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</div>
</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/cHkN82X3KNU/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">11:13</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/uITV5E7auiZMDD_BwhVRJMHXXY6qQc0GqBgVyP5LWYTmeRlUP2Dc945UlIbODvztd96ReOts=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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<h2 class="title">Build A Responsive Calculator in HTML CSS & JavaScript</h2>
<p class="channel-name">CodingLab</p>
<p class="views">30K Views • 2 years ago</p>
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</a>
<a href="#" class="video-card">
<div class="thumbnail-container">
<img src="https://i.ytimg.com/vi/0_Lwi5ucGwM/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">39:43</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/DRtVBjk2Noax94hHqr8yCcEjhNUhHRvyzBE3qS9WWilnE1-uQQNVnQd8mdG9h_IvNZCRApZSQw=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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<h2 class="title">Build A Currency Converter using ReactJS</h2>
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<img src="https://i.ytimg.com/vi/AyV954yKRSw/maxresdefault.jpg" alt="Video Thumbnail" class="thumbnail">
<p class="duration">1:37:13</p>
</div>
<div class="video-info">
<img src="https://yt3.googleusercontent.com/uITV5E7auiZMDD_BwhVRJMHXXY6qQc0GqBgVyP5LWYTmeRlUP2Dc945UlIbODvztd96ReOts=s176-c-k-c0x00ffffff-no-rj" alt="Channel Logo" class="icon">
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</div>
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</a>
</div>
</div>
</main>
</div>
<!-- Linking custom script -->
<script src="script.js"></script>
</body>
</html>
```
In your `style.css` file, add CSS code to style your YouTube homepage, and give it a responsive and YouTube-like design. Experiment with different CSS properties such as colors, fonts, and backgrounds to make your clone more attractive.
```css
/* Importing Google Font - Open Sans */
@import url("https://fonts.googleapis.com/css2?family=Open+Sans:wght@400;500;600;700&display=swap");
* {
margin: 0;
padding: 0;
box-sizing: border-box;
font-family: "Open Sans", sans-serif;
}
/* Color variables for light theme */
:root {
--white-color: #fff;
--black-color: #000;
--light-white-color: #f0f0f0;
--light-gray-color: #e5e5e5;
--border-color: #ccc;
--primary-color: #3b82f6;
--secondary-color: #404040;
--overlay-dark-color: rgba(0, 0, 0, 0.6);
}
/* Color variables for dark theme */
.dark-mode {
--white-color: #171717;
--black-color: #d4d4d4;
--light-white-color: #333;
--light-gray-color: #404040;
--border-color: #808080;
--secondary-color: #d4d4d4;
}
body {
background: var(--white-color);
}
.container {
display: flex;
overflow: hidden;
max-height: 100vh;
flex-direction: column;
}
header, .sidebar .nav-left, .category-list {
position: sticky;
top: 0;
z-index: 10;
background: var(--white-color);
}
.navbar {
display: flex;
gap: 2rem;
align-items: center;
padding: 0.5rem 1rem;
justify-content: space-between;
}
:where(.navbar, .sidebar) .nav-section {
gap: 1rem;
}
:where(.navbar, .sidebar) :where(.nav-section, .nav-logo, .search-form) {
display: flex;
align-items: center;
}
:where(.navbar, .sidebar) :where(.logo-image, .user-image) {
width: 32px;
cursor: pointer;
border-radius: 50%;
}
:where(.navbar, .sidebar) .nav-section .nav-button {
border: none;
height: 40px;
width: 40px;
cursor: pointer;
background: none;
border-radius: 50%;
}
:where(.navbar, .sidebar) .nav-section .nav-button:hover {
background: var(--light-gray-color) !important;
}
:where(.navbar, .sidebar) .nav-button i {
font-size: 1.5rem;
display: flex;
color: var(--black-color);
align-items: center;
justify-content: center;
}
:where(.navbar, .sidebar) .nav-logo {
display: flex;
gap: 0.5rem;
text-decoration: none;
}
:where(.navbar, .sidebar) .nav-logo .logo-text {
color: var(--black-color);
font-size: 1.25rem;
}
.navbar .nav-center {
gap: 0.5rem;
width: 100%;
display: flex;
justify-content: center;
}
.navbar .search-form {
flex: 1;
height: 40px;
max-width: 550px;
}
.navbar .search-form .search-input {
width: 100%;
height: 100%;
font-size: 1rem;
padding: 0 1rem;
outline: none;
color: var(--black-color);
background: var(--white-color);
border-radius: 3.1rem 0 0 3.1rem;
border: 1px solid var(--border-color);
}
.navbar .search-form .search-input:focus {
border-color: var(--primary-color);
}
.navbar .search-form .search-button {
height: 40px;
width: auto;
padding: 0 1.25rem;
border-radius: 0 3.1rem 3.1rem 0;
border: 1px solid var(--border-color);
border-left: 0;
}
.navbar .nav-center .mic-button {
background: var(--light-white-color);
}
.navbar .nav-right .search-button {
display: none;
}
.main-layout {
display: flex;
overflow-y: auto;
scrollbar-color: #a6a6a6 transparent;
}
.main-layout .sidebar {
width: 280px;
overflow: hidden;
padding: 0 0.7rem 0;
background: var(--white-color);
}
.main-layout .sidebar .nav-left {
display: none;
padding: 0.5rem 0.3rem;
}
body.sidebar-hidden .main-layout .sidebar {
width: 0;
padding: 0;
}
.sidebar .links-container {
padding: 1rem 0 2rem;
overflow-y: auto;
height: calc(100vh - 60px);
scrollbar-width: thin;
scrollbar-color: transparent transparent;
}
.sidebar .links-container:hover {
scrollbar-color: #a6a6a6 transparent;
}
.sidebar .link-section .link-item {
display: flex;
color: var(--black-color);
white-space: nowrap;
align-items: center;
font-size: 0.938rem;
padding: 0.37rem 0.75rem;
margin-bottom: 0.25rem;
border-radius: 0.5rem;
text-decoration: none;
}
.sidebar .link-section .link-item:hover {
background: var(--light-gray-color);
}
.sidebar .link-section .link-item i {
font-size: 1.4rem;
margin-right: 0.625rem;
}
.sidebar .link-section .section-title {
color: var(--black-color);
font-weight: 600;
font-size: 0.938rem;
margin: 1rem 0 0.5rem 0.5rem;
}
.sidebar .section-separator {
height: 1px;
margin: 0.64rem 0;
/* background: var(--light-gray-color); */
background-color: var(--border-color);
}
.main-layout .content-wrapper {
padding: 0 1rem;
overflow-x: hidden;
width: 100%;
}
.content-wrapper .category-list {
display: flex;
overflow-x: auto;
gap: 0.75rem;
padding: 0.75rem 0 0.7rem;
scrollbar-width: none;
}
.category-list .category-button {
border: none;
cursor: pointer;
font-weight: 500;
font-size: 0.94rem;
border-radius: 0.5rem;
white-space: nowrap;
color: var(--black-color);
padding: 0.4rem 0.75rem;
background: var(--light-gray-color);
}
.category-list .category-button.active {
color: var(--white-color);
background: var(--black-color);
pointer-events: none;
}
.dark-mode .category-list .category-button.active {
filter: brightness(120%);
}
.category-list .category-button:not(.active):hover {
background: var(--border-color);
}
.content-wrapper .video-list {
display: grid;
gap: 1rem;
padding: 1.25rem 0 4rem;
grid-template-columns: repeat(auto-fill, minmax(300px, 1fr));
}
.video-list .video-card {
text-decoration: none;
}
.video-list .video-card .thumbnail-container {
position: relative;
}
.video-list .video-card .thumbnail {
width: 100%;
object-fit: contain;
border-radius: 0.5rem;
aspect-ratio: 16 / 9;
background: var(--light-white-color);
}
.video-list .video-card .duration {
position: absolute;
right: 0.65rem;
bottom: 0.8rem;
color: #fff;
font-size: 0.875rem;
padding: 0 0.3rem;
border-radius: 0.3rem;
background: var(--overlay-dark-color);
}
.video-list .video-card .video-info {
display: flex;
gap: 0.7rem;
padding: 0.7rem 0.5rem;
}
.video-list .video-card .icon {
width: 36px;
height: 36px;
border-radius: 50%;
}
.video-list .video-card .title {
font-size: 1rem;
color: var(--black-color);
font-weight: 600;
line-height: 1.375;
overflow: hidden;
display: -webkit-box;
-webkit-box-orient: vertical;
-webkit-line-clamp: 2;
}
.video-list .video-card:hover .title {
color: var(--primary-color);
}
.video-list .video-card p {
font-size: 0.875rem;
color: var(--secondary-color);
}
.video-list .video-card .channel-name {
margin: 0.25rem 0 0.15rem;
}
/* Responsive media code for small devices */
@media (max-width: 768px) {
.navbar .nav-center {
display: none;
}
.navbar .nav-right .search-button {
display: block;
}
.main-layout .screen-overlay {
position: absolute;
left: 0;
top: 0;
z-index: 15;
width: 100%;
height: 100vh;
background: var(--overlay-dark-color);
transition: 0.2s ease;
}
body.sidebar-hidden .main-layout .screen-overlay {
opacity: 0;
pointer-events: none;
}
.main-layout .sidebar {
position: absolute;
left: 0;
top: 0;
z-index: 20;
height: 100vh;
transition: 0.2s ease;
}
body.sidebar-hidden .main-layout .sidebar {
left: -280px;
}
.main-layout .sidebar .nav-left {
display: flex;
}
}
```
In your `script.js` file, add JavaScript code to make your YouTube homepage interactive with features like a collapsible sidebar and theme toggling.
```javascript
const menuButtons = document.querySelectorAll(".menu-button");
const screenOverlay = document.querySelector(".main-layout .screen-overlay");
const themeButton = document.querySelector(".navbar .theme-button i");
// Toggle sidebar visibility when menu buttons are clicked
menuButtons.forEach(button => {
button.addEventListener("click", () => {
document.body.classList.toggle("sidebar-hidden");
});
});
// Toggle sidebar visibility when screen overlay is clicked
screenOverlay.addEventListener("click", () => {
document.body.classList.toggle("sidebar-hidden");
});
// Initialize dark mode based on localStorage
if (localStorage.getItem("darkMode") === "enabled") {
document.body.classList.add("dark-mode");
themeButton.classList.replace("uil-moon", "uil-sun");
} else {
themeButton.classList.replace("uil-sun", "uil-moon");
}
// Toggle dark mode when theme button is clicked
themeButton.addEventListener("click", () => {
const isDarkMode = document.body.classList.toggle("dark-mode");
localStorage.setItem("darkMode", isDarkMode ? "enabled" : "disabled");
themeButton.classList.toggle("uil-sun", isDarkMode);
themeButton.classList.toggle("uil-moon", !isDarkMode);
});
// Show sidebar on large screens by default
if (window.innerWidth >= 768) {
document.body.classList.remove("sidebar-hidden");
}
```
That’s it! If you’ve added the code correctly, you’re ready to see your YouTube clone project. Open the `index.html` file in your preferred browser to view the project in action.
## Conclusion and final words
Building a YouTube clone using HTML, CSS, and JavaScript is a rewarding project that enhances your skills in web development. By completing this project, you learned responsive design principles and created an impressive piece for your portfolio.
For those interested in a similar project using React.js and Tailwind CSS, you can explore my previous blog post on [Create YouTube Clone in ReactJS and Tailwind](https://www.codingnepalweb.com/create-youtube-homepage-tailwind-reactjs/). Whether you follow this approach or stick with HTML, CSS, and JavaScript, building a YouTube clone is a valuable addition to your portfolio and solidifying your understanding of modern web development practices.
If you encounter any problems while building your YouTube clone, you can download the source code files for this clone project for free by clicking the “Download” button. You can also view a live demo of it by clicking the “View Live” button.
[View Live Demo](https://www.codingnepalweb.com/demos/build-youtube-homepage-clone-html-css/)
[Download Code Files](https://www.codingnepalweb.com/build-youtube-homepage-clone-html-css/) | codingnepal |
1,921,229 | BitPower: A New Era of Blockchain Investing | BitPower Loop smart contracts lead the new trend of investment, providing efficient and transparent... | 0 | 2024-07-12T13:52:07 | https://dev.to/_32d1554462535885b588b/bitpower-a-new-era-of-blockchain-investing-1aba | BitPower Loop smart contracts lead the new trend of investment, providing efficient and transparent liquidity solutions through a distributed decentralized circulation model. Users participate anonymously, choose a circulation period of 1 to 28 days, and obtain different yields. For example, if you invest 10,000 USDT, you will earn 10,040 USDT after 1 day and 12,400 USDT after 28 days. BitPower incentivizes sharing and promotion, and you can get up to 17 levels of sharing rewards. If a user circulates 100 USDT, he can get 20% of the first generation of friends' income. If he circulates 1,700 USDT, he can get 1% of the 17th generation of friends' income. Each reward is automatically returned to the initiator's wallet to ensure timeliness and security. BitPower not only provides returns far beyond traditional finance, but also ensures transparency and fairness through smart contracts. It is the only choice for blockchain investment. | _32d1554462535885b588b | |
1,921,533 | movedim() in PyTorch | *Memos: My post explains permute(). My post explains transpose() and t(). My post explains... | 0 | 2024-07-12T18:46:21 | https://dev.to/hyperkai/movedim-in-pytorch-5gla | pytorch, movedim, tensor, function | *Memos:
- [My post](https://dev.to/hyperkai/permute-in-pytorch-5d49) explains [permute()](https://pytorch.org/docs/stable/generated/torch.permute.html).
- [My post](https://dev.to/hyperkai/transpose-and-t-in-pytorch-1pp2) explains [transpose()](https://pytorch.org/docs/stable/generated/torch.transpose.html) and [t()](https://pytorch.org/docs/stable/generated/torch.t.html).
- [My post](https://dev.to/hyperkai/adjoint-mh-and-mt-in-pytorch-5c04) explains [adjoint()](https://pytorch.org/docs/stable/generated/torch.adjoint.html), [mH](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mH) and [mT](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mT).
- [My post](https://dev.to/hyperkai/reshape-and-view-in-pytorch-40n5) explains [reshape()](https://pytorch.org/docs/stable/generated/torch.reshape.html) and [view()](https://pytorch.org/docs/stable/generated/torch.Tensor.view.html).
[movedim()](https://pytorch.org/docs/stable/generated/torch.movedim.html) can get the 0D or more D tensor of zero or more elements with its dimensions moved without losing data from the 0D or more D tensor of zero or more elements as shown below:
*Memos:
- `movedim()` can be used with [torch](https://pytorch.org/docs/stable/torch.html) or a tensor.
- The 1st argument(`input`) with `torch` or using a tensor(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- The 2nd argument with `torch` or the 1st argument with a tensor is `source`(Required-Type:`int`, `tuple` of `int` or `list` of `int`). *Each number must be unique.
- The 3rd argument with `torch` or the 2nd argument with a tensor is `destination`(Required-Type:`int`, `tuple` of `int` or `list` of `int`). *Each number must be unique.
- The number of `source` and `destination` must be the same.
- [moveaxis()](https://pytorch.org/docs/stable/generated/torch.moveaxis.html) is the alias of `movedim()`.
```python
import torch
my_tensor = torch.tensor([[[0, 1, 2], [3, 4, 5]],
[[6, 7, 8], [9, 10, 11]],
[[12, 13, 14], [15, 16, 17]],
[[18, 19, 20], [21, 22, 23]]])
torch.movedim(input=my_tensor, source=0, destination=0)
torch.movedim(input=my_tensor, source=(0,), destination=(0,))
my_tensor.movedim(source=0, destination=0)
my_tensor.movedim(source=(0,), destination=(0,))
torch.movedim(input=my_tensor, source=0, destination=-3)
torch.movedim(input=my_tensor, source=(0,), destination=(-3,))
...
torch.movedim(input=my_tensor, source=(0, 1), destination=(0, 1))
torch.movedim(input=my_tensor, source=(0, 1), destination=(0, -2))
torch.movedim(input=my_tensor, source=(0, 1), destination=(-3, 1))
...
torch.movedim(input=my_tensor, source=(0, 1, 2), destination=(0, 1, 2))
etc.
# tensor([[[0, 1, 2], [3, 4, 5]],
# [[6, 7, 8], [9, 10, 11]],
# [[12, 13, 14], [15, 16, 17]],
# [[18, 19, 20], [21, 22, 23]]])
torch.movedim(input=my_tensor, source=0, destination=1)
torch.movedim(input=my_tensor, source=(0,), destination=(1,))
torch.movedim(input=my_tensor, source=0, destination=-2)
torch.movedim(input=my_tensor, source=(0,), destination=(-2,))
...
torch.movedim(input=my_tensor, source=(0, 1), destination=(1, 0))
torch.movedim(input=my_tensor, source=(0, 1), destination=(1, -3))
torch.movedim(input=my_tensor, source=(0, 1), destination=(-2, 0))
...
torch.movedim(input=my_tensor, source=(0, 1, 2), destination=(1, 0, 2))
etc.
# tensor([[[0, 1, 2], [6, 7, 8], [12, 13, 14], [18, 19, 20]],
# [[3, 4, 5], [ 9, 10, 11], [15, 16, 17], [21, 22, 23]]])
torch.movedim(input=my_tensor, source=0, destination=2)
torch.movedim(input=my_tensor, source=(0,), destination=(2,))
torch.movedim(input=my_tensor, source=0, destination=-1)
torch.movedim(input=my_tensor, source=(0,), destination=(-1,))
...
torch.movedim(input=my_tensor, source=(0, 1), destination=(2, 0))
torch.movedim(input=my_tensor, source=(0, 1), destination=(2, -3))
torch.movedim(input=my_tensor, source=(0, 1), destination=(-1, 0))
...
torch.movedim(input=my_tensor, source=(0, 1, 2), destination=(2, 0, 1))
etc.
# tensor([[[0, 6, 12, 18], [1, 7, 13, 19], [2, 8, 14, 20]],
# [[3, 9, 15, 21], [4, 10, 16, 22], [5, 11, 17, 23]]])
torch.movedim(input=my_tensor, source=(0, 1), destination=(2, 1))
torch.movedim(input=my_tensor, source=(0, 1), destination=(2, -2))
torch.movedim(input=my_tensor, source=(0, 1), destination=(-1, 1))
torch.movedim(input=my_tensor, source=(0, 1), destination=(-1, -2))
torch.movedim(input=my_tensor, source=(0, 2), destination=(2, 0))
...
torch.movedim(input=my_tensor, source=(0, 1, 2), destination=(2, 1, 0))
etc.
# tensor([[[0, 6, 12, 18], [3, 9, 15, 21]],
# [[1, 7, 13, 19], [4, 10, 16, 22]],
# [[2, 8, 14, 20], [5, 11, 17, 23]]])
torch.movedim(input=my_tensor, source=1, destination=2)
torch.movedim(input=my_tensor, source=(1,), destination=(2,))
torch.movedim(input=my_tensor, source=1, destination=-1)
torch.movedim(input=my_tensor, source=(1,), destination=(-1,))
...
torch.movedim(input=my_tensor, source=(0, 1), destination=(0, 2))
torch.movedim(input=my_tensor, source=(0, 1), destination=(0, -1))
torch.movedim(input=my_tensor, source=(0, 1), destination=(-3, 2))
...
torch.movedim(input=my_tensor, source=(0, 1, 2), destination=(0, 2, 1))
etc.
# tensor([[[0, 3], [1, 4], [2, 5]],
# [[6, 9], [7, 10], [8, 11]],
# [[12, 15], [13, 16], [14, 17]],
# [[18, 21], [19, 22], [20, 23]]])
torch.movedim(input=my_tensor, source=2, destination=0)
torch.movedim(input=my_tensor, source=(2,), destination=(0,))
torch.movedim(input=my_tensor, source=2, destination=-3)
torch.movedim(input=my_tensor, source=(2,), destination=(-3,))
...
torch.movedim(input=my_tensor, source=(0, 1), destination=(1, 2))
torch.movedim(input=my_tensor, source=(0, 1), destination=(1, -1))
torch.movedim(input=my_tensor, source=(0, 1), destination=(-2, 2))
...
torch.movedim(input=my_tensor, source=(0, 1, 2), destination=(1, 2, 0))
etc.
# tensor([[[0, 3], [6, 9], [12, 15], [18, 21]],
# [[1, 4], [7, 10], [13, 16], [19, 22]],
# [[2, 5], [8, 11], [14, 17], [20, 23]]])
my_tensor = torch.tensor([[[0., 1., 2.], [3., 4., 5.]],
[[6., 7., 8.], [9., 10., 11.]],
[[12., 13., 14.], [15., 16., 17.]],
[[18., 19., 20.], [21., 22., 23.]]])
torch.movedim(input=my_tensor, source=0, destination=0)
# tensor([[[0., 1., 2.], [3., 4., 5.]],
# [[6., 7., 8.], [9., 10., 11.]],
# [[12., 13., 14.], [15., 16., 17.]],
# [[18., 19., 20.], [21., 22., 23.]]])
my_tensor = torch.tensor([[[0.+0.j, 1.+0.j, 2.+0.j],
[3.+0.j, 4.+0.j, 5.+0.j]],
[[6.+0.j, 7.+0.j, 8.+0.j],
[9.+0.j, 10.+0.j, 11.+0.j]],
[[12.+0.j, 13.+0.j, 14.+0.j],
[15.+0.j, 16.+0.j, 17.+0.j]],
[[18.+0.j, 19.+0.j, 20.+0.j],
[21.+0.j, 22.+0.j, 23.+0.j]]])
torch.movedim(input=my_tensor, source=0, destination=0)
# tensor([[[0.+0.j, 1.+0.j, 2.+0.j],
# [3.+0.j, 4.+0.j, 5.+0.j]],
# [[6.+0.j, 7.+0.j, 8.+0.j],
# [9.+0.j, 10.+0.j, 11.+0.j]],
# [[12.+0.j, 13.+0.j, 14.+0.j],
# [15.+0.j, 16.+0.j, 17.+0.j]],
# [[18.+0.j, 19.+0.j, 20.+0.j],
# [21.+0.j, 22.+0.j, 23.+0.j]]])
my_tensor = torch.tensor([[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]],
[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]]])
torch.movedim(input=my_tensor, source=0, destination=0)
# tensor([[[True, False, True], [True, False, True]],
# [[False, True, False], [False, True, False]],
# [[True, False, True], [True, False, True]],
# [[False, True, False], [False, True, False]]])
``` | hyperkai |
1,921,230 | Create A Screen Recorder With JavaScript | by Andrew Ezeani Screen recording lets you capture your computer's visual and audio activity,... | 0 | 2024-07-12T13:52:14 | https://blog.openreplay.com/create-a-screen-recorder-with-javascript/ |
by [Andrew Ezeani](https://blog.openreplay.com/authors/andrew-ezeani)
<blockquote><em>
Screen recording lets you capture your computer's visual and audio activity, creating a video record of what is happening on your screen. It's useful for tutorials, presentations, gameplay sessions, and software demonstrations. A screen recording application makes this process easy. It offers a simple interface for capturing and managing your recordings. This article will show you how to do this with JavaScript.
</em></blockquote>
<div style="background-color:#efefef; border-radius:8px; padding:10px; display:block;">
<hr/>
<h3><em>Session Replay for Developers</em></h3>
<p><em>Uncover frustrations, understand bugs and fix slowdowns like never before with <strong><a href="https://github.com/openreplay/openreplay" target="_blank">OpenReplay</a></strong> — an open-source session replay suite for developers. It can be <strong>self-hosted</strong> in minutes, giving you complete control over your customer data.</em></p>
<img alt="OpenReplay" style="margin-top:5px; margin-bottom:5px;" width="768" height="400" src="https://raw.githubusercontent.com/openreplay/openreplay/main/static/openreplay-git-hero.svg" class="astro-UXNKDZ4E" loading="lazy" decoding="async">
<p><em>Happy debugging! <a href="https://openreplay.com" target="_blank">Try using OpenReplay today.</a></em><p>
<hr/>
</div>
# How to create a screen recorder in JavaScript
In this article, we will build a simple screen recording application using JavaScript, leveraging the MediaStream and MediaStream Recording APIs. You will learn to capture, record, and download your screen recordings. Here is a preview of what we will be building:

## Understanding the MediaStream and MediaStream Recording APIs
MediaStream and MediaStream Recording APIs are part of the web APIs provided by browsers. They enable developers to perform various tasks from within the browser. Check out the [official documentation](https://developer.mozilla.org/en-US/docs/Web/API) for a complete list of available web APIs.
### MediaStream API
The MediaStream API provides the interfaces and methods for working with streams and their constituent tracks. One such interface is the `mediaDevices` interface, which provides access to connected audio and video sources like webcams, microphones, and screens through its `getUserMedia` and `getDisplayMedia` methods.
The `getUserMedia` and `getDisplayMedia` methods access audio and video streams from a user’s device when the user grants permission. The difference between the two methods is in the source of their streams. The `getUserMedia` method accesses streams from user-facing media inputs like webcams or microphones. Meanwhile, the `getDisplayMedia` method accesses video and audio streams from the user's device.
### MediaStream Recorder API
The MediaStream Recording API makes it possible to record the data generated by a [`MediaStream`](https://developer.mozilla.org/en-US/docs/Web/API/MediaStream). The `mediaStream` represents a stream of media content. The mediaStream Recording API provides a single `mediaRecorder` interface for recording media. To control recording, the `mediaRecorder` uses events like start, pause, resume, and stop. It also has an `ondataavailable` event. This event triggers a [`BlobEvent`](https://developer.mozilla.org/en-US/docs/Web/API/BlobEvent), which creates a [`blob`](https://developer.mozilla.org/en-US/docs/Web/API/Blob) from the available data.
## Setting up your Screen Recorder
Now that we have a basic understanding of the mediaStream and mediaStream Recording APIs, let's use this knowledge to create a simple screen recording application.
### Building the User Interface
The first step is to create a user interface for our application. To follow along, create a new project with three new files: `index.html`, `style.css`, and `main.js` in it. Next, copy and paste the below markup into the `index.html` file:
```html
<p class="countdown" id="countdown"></p>
<div class="screen-recorder">
<h1>Capture your screen</h1>
<video controls preload="metadata" id="video"></video>
<div>
<button type="button" class="btn" id="btn">Start Recording</button>
<a href="" class="btn" id="link">download video</a>
</div>
</div>
```
This markup sets up the layout of our page. The video element will display the recorded video. The `p` element with a class of `countdown`, will display a countdown before the recording starts. You should see the below image in your browser when you save the file:
![A screenshot showing the page layout]
https://blog.openreplay.com/images/create-a-screen-recorder-with-javascript/images/image3.png
Next, copy and paste the below styles into your `style.css` file:
```css
* {
padding: 0;
margin: 0;
box-sizing: border-box;
}
body {
width: 100vw;
min-height: 100vh;
position: relative;
display: grid;
place-items: center;
}
.countdown {
width: 100%;
height: 100%;
display: none;
place-items: center;
color: green;
font-size: 10rem;
font-weight: 900;
background-color: rgba(0, 0, 0, 0.5);
position: absolute;
inset: 0 0 0 0;
z-index: 10000;
}
.screen-recorder {
display: flex;
flex-direction: column;
align-items: center;
justify-content: center;
gap: 2rem;
width: 100%;
height: 100%;
background-color: #f7fafc;
color: #202020;
h1 {
text-transform: capitalize;
font-size: 4rem;
font-weight: bold;
color: #202020;
}
video {
width: 782px;
max-height: 440px;
box-shadow: 4px 4px 10px rgba(0, 0, 0, 0.2),
-4px -4px 10px rgba(0, 0, 0, 0.2);
}
}
.btn {
background-color: #428bca;
color: #fff;
font-weight: bold;
padding: 0.75rem 1.5rem;
border-radius: 0.5rem;
box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.08);
transition: background-color 0.3s ease;
border: 1px solid #428bca;
cursor: pointer;
text-transform: capitalize;
font-weight: 900;
&:hover {
background-color: #357ec7;
}
}
a {
text-decoration: none;
margin-inline-start: 20px;
}
```
In the above stylesheet, we applied some basic CSS resets and then provided additional styling for the elements in our markup. You should see the below image in your browser when you save the file:

<CTA_Middle_Programming />
### Accessing Screen and Audio Streams
Now that we have built our user interface, it is time to request access to the user’s media devices. First, let's create new variables that will be reassigned later, and also obtain references to the button and anchor elements.
```javascript
const startBtn = document.getElementById("btn");
const downloadLink = document.getElementById("link");
let blob = null;
let videoStream = null;
```
Due to [security reasons](https://developer.mozilla.org/en-US/docs/Web/Security/User_activation), we can only request access to a user's media devices when they actively interact with our website, such as by clicking a button. Let's proceed by adding a callback function that will be triggered when the user clicks on the `startBtn`:
```javascript
startBtn.addEventListener("click", startScreenCapturing);
```
Next, we will define the `startScreenCapture` function:
```javascript
async function startScreenCapture() {
if (!navigator.mediaDevices.getDisplayMedia) {
return alert("Screen capturing not supported in your browser.");
}
try {
if (!videoStream?.active) {
videoStream = await navigator.mediaDevices.getDisplayMedia({
audio: true,
surfaceSwitching: "include",
});
const audioStream = await navigator.mediaDevices.getUserMedia({
audio: {
echoCancellation: true,
noiseSuppression: true,
sampleRate: 44100,
},
});
const audioTrack = audioStream.getTracks()[0];
videoStream.addTrack(audioTrack);
recordStream(videoStream);
} else {
throw new Error(
"There is an ongoing recording. Please, stop it before recording a new one"
);
}
} catch (error) {
console.error(error);
alert(error);
}
}
```
The `startScreenCapturing` function initiates the screen-capturing process. First, it verifies browser compatibility by checking for the availability of the `getDisplayMedia` method. If supported and there are no active streams, it requests access to the user's internal audio and screen streams through the `getDisplayMedia` method. The `getUserMedia` requests and provides access to the external audio. It then combines the audio and video streams by adding the `audioTrack` from the audio stream to the video stream, creating a single stream. Finally, it calls the `recordStream` function to manage the recording process. Any errors encountered during this process are logged and the user is alerted. The GIF below illustrates what happens when you save the file and click on the `startBtn`:

### Recording the stream
Now that we have available streaming data, we will use the MediaStream Recording API to record these streams. Let's define the `recordStrem` function that handles the recording:
```javascript
function recordStream(stream) {
countDown();
const mediaRecorder = new MediaRecorder(stream, {
mimeType: "video/webm; codecs=vp8,opus",
});
const recordedChunks = [];
mediaRecorder.addEventListener("dataavailable", (e) =>
recordedChunks.push(e.data)
);
}
```
The `recordStream` function calls the countdown function and creates a new `MediaRecorder` instance. This instance is configured to record the captured stream in `Webm` format with `VP8` video and `Opus` audio [codecs](https://developer.mozilla.org/en-US/docs/Glossary/Codec). Next, the `recorderChunks` array is created to hold the recorded data.
An event listener is attached to the `mediaRecorder` to listen for the `ondataavailable` event. This event is triggered when stream data becomes available. The stream data is then pushed into the `recorderChunks` array.
Next, let's define the `countdown` function:
```javascript
function countdown() {
const countDownElement = document.getElementById("countdown");
countDownElement.style.display = "grid";
let count = 3;
function reduceCount() {
countDownElement.textContent = count;
count--;
if (count >= 0) {
setTimeout(reduceCount, 1000);
} else {
countDownElement.style.display = "none";
}
}
reduceCount();
}
```
The `countdown` function creates a visual countdown for 3 seconds before recording. It selects the HTML element with the class `countdown` and updates its text content with the remaining time each second. Once the countdown reaches zero, the element is hidden, allowing the user to know when the recording starts.
### Managing the Recording
Having set up the recording, we need to start the `mediaRecorder` and the user should also be able to stop the recording. Let's edit the `recordStream` function to include these functionalities:
```javascript
function recordStream(stream) {
// Existing codes
// Stop recording and audio streaming when video streaming stops
stream.getVideoTracks()[0].addEventListener("ended", () => {
mediaRecorder.stop();
stream.getAudioTracks()[0].stop();
});
mediaRecorder.addEventListener("stop", () => {
createVideoBlob(recordedChunks);
showRecordedVideo(blob);
});
setTimeout(() => mediaRecorder.start(), 4000);
}
```
In the above code, an event listener is attached to the video track of the ongoing stream being captured to detect when it ends. The event will be triggered when this button is pressed:

When this event occurs, it stops the recording and audio streaming. An event listener is also attached to the `mediaRecorder` to listen for the stop event. Once this event is triggered, it executes the `createVideoBlob` and `showRecordedVideo` functions. The `mediaRecorder` is then started after a delay of 4 seconds. This allows the `countdown` function to finish executing before the recording starts. The below GIF illustrates what should happen when you save the file and click the `startBtn`:

### Displaying the recorded video
With the user's screen now being captured and recorded, they should be able to see their video when they stop recording. To achieve this, let's define the `createVideoBlob` and the `showRecordedVideo` functions:
```javascript
function createVideoBlob(recordedChunks) {
blob = new Blob(recordedChunks, {
type: recordedChunks[0].type,
});
}
function showRecordedVideo() {
const video = document.getElementById("video");
video.src = URL.createObjectURL(blob);
calculateVideoDuration(video);
}
```
In the `createVideoBlob` function, our global `blob` variable is reassigned to the newly created Blob object using the `Blob()` constructor. This `Blob` is constructed from the `recordedChunks` array, representing chunks of recorded video data. The constructor also includes an options object specifying the MIME type of the `Blob`, derived from the MIME type of the first recorded chunk in the array.
In the `showRecordedVideo` function, a reference to the video element is created. Its `src` attribute is then set to a URL created using the `createObjectURL` method of the `URL` interface, linking the recorded video data to the video element for playback. Now, when a user stops recording, it will be displayed in the video element:

Looking at the above GIF carefully, you will notice that the video has no duration before it starts playing. The duration is only shown when the video is already playing. [This is because of a bug in browsers that sets an incorrect duration on the recorded media.](https://issues.chromium.org/issues/40482588) To fix the error, we will define a new function `calculateVideoDuration` that sets the correct duration for us:
```javascript
function calculateVideoDuration(videoElement) {
videoElement.addEventListener("loadedmetadata", () => {
if (videoElement.duration === Infinity) {
videoElement.currentTime = 1e101;
videoElement.addEventListener(
"timeupdate",
() => {
videoElement.currentTime = 0;
},
{ once: true }
);
}
});
}
```
The `calculateVideoDuration` function sets the correct duration by setting up an event listener on the provided `videoElement`. When the video metadata is loaded, it triggers the `loadedmetadata` event, which executes a function that checks if the video duration is `Infinity`, indicating that the video duration could not be determined correctly. If so, it sets the `currentTime` to a larger value `1e101`. When the browser attempts to set the `currentTime` to this large value, it recalculates the actual duration of the video. The subsequent `timeupdate` event ensures that this recalculated duration is captured and the current time is reset to the start of the video. This workaround ensures that the video's `duration` property is updated correctly from `Infinity` to its actual duration.
Next, let us call the function in the `showRecordedVideo` function and pass the video element as its argument:
```javascript
function showRecordedVideo() {
// Previous codes
calculateVideoDuration(video);
}
```
Now, when we record a video, we should be able to see its correct duration:

### Downloading the Recorded Media
To download the recorded media, we can use the `createObjectURL` method of the `URL` to create a temporary URL for the recorded Blob:
```javascript
downloadLink.addEventListener("click", () => {
downloadLink.href = URL.createObjectURL(blob);
const fileName = prompt("What is the name of your video?");
downloadLink.download = `${fileName}.webm`;
downloadLink.type = "video/webm";
});
```
This code handles clicking the download link for the recorded video. Clicking the download link, triggers the creation of a temporary `URL` for the video data stored in the `blob`. This `URL` allows the browser to access the video for download and is set as the `href` of the download link. The user is then prompted to enter a file name for the recorded video. The chosen name is combined with the `.webm` extension and assigned to the download link's `download` attribute, to be used as the file name when downloaded. The link's `type` is then set to `video/webm` to inform the browser of the file type. When you save the file and check your browser, everything should work as expected:

## Conclusion
This article provided a basic understanding of MediaStream and MediaStream Recording web APIs and their components. It has effectively demonstrated how to capture screen and audio streams, manage recordings, download recordings, and address the common bug of incorrect duration display in recorded videos. While the example presented is simplified, the knowledge gained from this guide can serve as a strong foundation for building feature-rich screen recording applications.
## Further Reading:
- [MediaStream Recording API Documentation](https://developer.mozilla.org/en-US/docs/Web/API/MediaStream_Recording_API)
- [MediaStream API Documentation](https://developer.mozilla.org/en-US/docs/Web/API/Media_Capture_and_Streams_API)
- [Project source code](https://codepen.io/Alwaysgreen/pen/zYQxbLJ)
| asayerio_techblog | |
1,921,231 | YouTube自动评论,Youtube筛号工具,Youtube筛号机器人 | YouTube自动评论,Youtube筛号工具,Youtube筛号机器人 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T13:52:15 | https://dev.to/lepv_lwfe_f04c5476a9b2afc/youtubezi-dong-ping-lun-youtubeshai-hao-gong-ju-youtubeshai-hao-ji-qi-ren-1h9c |
YouTube自动评论,Youtube筛号工具,Youtube筛号机器人
了解相关软件请登录 http://www.vst.tw
在数字化时代,YouTube自动评论工具成为了内容创作者与观众互动的新方式。自动评论,顾名思义,是指通过预设的脚本或算法,自动在视频下方发布评论内容。这一功能不仅提升了评论的生成效率,还能在视频发布初期迅速积累互动数据,增强视频的曝光率。
自动评论的优点显而易见,它能有效节省创作者的时间与精力,让他们更专注于内容创作本身;同时,通过精准定位目标观众群体,自动评论还能帮助创作者更好地与粉丝互动,增强用户粘性。然而,自动评论也面临着一系列挑战与问题,如评论内容的真实性与个性化不足,可能导致观众产生反感;此外,滥用自动评论还可能引发平台的惩罚措施,影响账号的健康发展。
因此,在使用YouTube自动评论工具时,创作者应权衡利弊,谨慎选择,确保评论内容既高效又富有价值,以真正促进与观众之间的良好互动。
了解相关软件请登录 http://www.vst.tw
Tag:Youtube营销机器人,Youtube营销软件,Youtube引流软件,Youtube获取软件,Youtube加粉软件,Youtube群控机器人,Youtube群控软件,Youtube群控群控,Youtube群控专家,Youtube群控大师机器人,Youtube群控推广软件,Youtube群控引流工具,Youtube营销大师,Youtube推广专家
| lepv_lwfe_f04c5476a9b2afc | |
1,921,232 | Elevating Cloud Security: Highlights from CloudNativeSecurityCon 2024 | When you think of Seattle, you might immediately think of Starbucks, the Space Needle. or maybe... | 0 | 2024-07-12T13:53:01 | https://blog.gitguardian.com/cloudnativesecuritycon-2024/ | security, cybersecurity, opensource, techtalks | When you think of Seattle, you might immediately think of [Starbucks](https://stories.starbucks.com/stories/2015/store-tour-inside-1912-pike-place-seattle-usa/?ref=blog.gitguardian.com), the [Space Needle](https://en.wikipedia.org/wiki/Space_Needle?ref=blog.gitguardian.com). or maybe even [Fraiser](https://en.wikipedia.org/wiki/Frasier?ref=blog.gitguardian.com). You might not think about hills. The [Emerald City is built on seven hills](https://www.historylink.org/File/4131?ref=blog.gitguardian.com), though 'hill' is an understatement. This elevation helped early settlers stay dry and safe from the waves of Puget Sound while giving them a firm foundation for their houses. Like our brave ancestors, hundreds of security professionals gathered in Seattle to build a firm foundation and elevate their knowledge around securing applications at CloudNativeSecurityCon 2024!
This was the second-ever CloudNativeSecurityCon held at the brand-new [Summit addition to the Seatle Convention Center](https://seattleconventioncenter.com/venues/summit-addition?ref=blog.gitguardian.com). Dozens of speakers shared their knowledge and experience building cloud-native applications and stories about challenges they have faced along the way. There were workshops, a capture-the-flag experience, and, of course, the hallway track, where the community really connects. Throughout it all, there was a real sense of urgency that we must work together to face the rapidly evolving threats we all face around authentication and authorization without using long-lived credentials.
It would be impossible to capture the true spirit and all the learnings of this event. Here are just a few highlights.
Better security can mean less development work
----------------------------------------------
In her opening keynote, "Demystifying Secure Application Communication with Zero Trust: Identity, Integrity, Confidentiality," [Lin Sun, Head of Open Source at solo.io](https://www.linkedin.com/in/lin-sun-a9b7a81/?ref=blog.gitguardian.com), demonstrated the toil a developer needs to go through when manually implementing Mutual Transport Layer Security (mTLS) and then shared a better approach. When thinking through how our machine identities communicate, it all boils down to being about to prove they are allowed to connect. We can do this in a number of ways, but everyone agrees that long-lived credentials are a terrible approach.
Instead of just discussing the theory of securing an application, she opened a code editor and began building an app and the tedious steps of implementing mTLS. There is a lot to keep track of when implementing such a solution, accounting for it in the client and the server, requiring a lot of manual configuration. Then, with a lot less fuss, she implemented SPIFFE with Istio, without sidecars. This is a way to give every entity a unique ID, allowing services to request short-lived, just-in-time certificates to enable communication. It was startling to see how fast she could achieve secure communication with just a few minor app changes, making for a much more attractive dev experience.
[](https://www.linkedin.com/posts/dwaynemcdaniel_cnscon-activity-7211764377555808256-xPrq?ref=blog.gitguardian.com)
Demystifying Secure Application Communication with Zero Trust: Identity, Integrity, Confidentiality
What's so hard about logging in?
---------------------------------
In their presentation "Learn to Navigate the Perils and Pitfalls of Multi-Tenant Identity Infrastructure," Zitadel's [Co-Founders Fabienne Bühler](https://www.linkedin.com/in/hifabienne/?ref=blog.gitguardian.com) & [Livio Spring](https://www.linkedin.com/in/liviospring/?ref=blog.gitguardian.com) asked an alarmingly simple question: How hard is it to secure a login process. After all, there are only two fields: username and password. The reality is that underneath this simple interface, there is a whole hidden iceberg of challenges and competing technologies that all need to be considered, making this one of the more complex security challenges we face.
What kind of MFA should you use? Will you allow OpenID Connect? What about passwordless approaches like FIDO2-compliant solutions or biometrics? That is a lot to consider for a single user on a single app. Now multiply that set of decisions by all the types of users, such as internal staff, admins, end users, etc. Again, multiply this complexity across all your applications...it is easy to see this is a seriously large and complex concern.
While Fabienne and Livio did not offer a silver bullet, they did lay out a simple framework for evaluating solutions. In their opinion, solving the multitenancy user authentication issue came down to a question of "Shared" vs. "Dedicated" system approaches. Each approach involves a trade-off of costs, management complexity, performance, and isolation. Ultimately how you secure your multi-tenant applications is going to depend on the budgets and organizational goals unique to you.
[](https://www.linkedin.com/posts/dwaynemcdaniel_cnscon-activity-7211877093003907072-LEOa?ref=blog.gitguardian.com)
Learn to Navigate the Perils and Pitfalls of Multi-Tenant Identity Infrastructure
Documentation quality as a leading indicator for revenue and customer satisfaction
----------------------------------------------------------------------------------
You might not have documentation on your list of ways to track your organization's productivity, but it likely should be on there. In her data-filled presentation "Amplifying Impact: Documentation and Supply Chain Security," [Michelle Irvine, Technical Writer at Google Cloud and contributor to the DORA project](https://www.linkedin.com/in/michelle-irvine-b7bb2b3b/?ref=blog.gitguardian.com), showed that this is an important metric to consider. Even though there is not much immediate feedback from documentation, especially internal documentation, teams that get this aspect right have less burnout and are much more productive.
Using the research methodologies from the [DORA program](https://dora.dev/?ref=blog.gitguardian.com), Michelle cited eight attributes by which they evaluated documentation:
- Reliable (Functional)
- Clear
- Findable
- Comprehensive
- Organized
- Up-to-date
- Accurate
- Relevant
[According to DORA research](https://cloud.google.com/blog/products/devops-sre/deep-dive-into-2022-state-of-devops-report-on-documentation?ref=blog.gitguardian.com), the evidence is clear: security drives organizational performance and lower burnout across teams. In terms of security alone, the teams with the best document quality were 451% better than average at supply chain security. While building and maintaining exceptional documentation takes time, the value of undertaking such an effort is clear. Michelle urged us to focus on document quality over quantity, as endlessly sifting through too many docs is also a problem to avoid.
[](https://www.linkedin.com/posts/dwaynemcdaniel_cnscon-activity-7212156947867873280-Zxcy?ref=blog.gitguardian.com)
Amplifying Impact: Documentation and Supply Chain Security
A full plate of security lessons
--------------------------------
In his food-themed session, "A Mouthful of Mayhem: Taste Test and Gut Response to SLSA, GUAC, and Supply Chain's Plat Du Jour," [Shane Lawrence, Sr Staff Security Developer at Shopify](https://www.linkedin.com/in/shaneplawrence?ref=blog.gitguardian.com) walked us through what some of the latest industry terms mean with some dining analogies. He quoted computing science legend [Ken Thompson](https://en.wikipedia.org/wiki/Ken_Thompson?ref=blog.gitguardian.com) in order to sum up the problem set: "You can't trust code that you did not totally create yourself. (Especially code from companies that employ people like me.)" He said that in 1983; the problem has only gotten worse since, with over 245,000 malicious packages discovered in 2023 alone.
Just as we want to read the list of ingredients for our food, the Software Bill of Materials (SBOM) gives us the list of components that make up our applications. Supply-chain Levels for Software Artifacts (SLSA) verifies that the proper instructions were followed to create our applications, similar to how a health department certifies a restaurant is following the right policies when making our food.
CVEs are like warnings from the FDA for food recalls and public health warnings. He argued that SBOMs should not include vulnerabilities, the same way ingredient lists don't need to warn you about E. Coli outbreaks. Finally, the project Graph for Understanding Artifact Composition (GUAC) is a way to visualize the data around SLSA and SBOMs in a more digestible way, helping surface what really matters to your critical systems in a queriable framework.
[](https://www.linkedin.com/posts/dwaynemcdaniel_cnscon-activity-7212200985031557121-IYq2?ref=blog.gitguardian.com)
A Mouthful of Mayhem: Taste Test and Gut Response to SLSA, GUAC, and Supply Chain's Plat Du Jour
Building the future of Cloud Native Security together
-----------------------------------------------------
One of the main things that stood out at CloudNativeSecurityCon this year was that the future of security is all of our responsibility, no matter your role. Your author was able to give a talk, one of many at this event, about [scaling security through security champion programs](https://sched.co/1dCUi?ref=blog.gitguardian.com). The trend is becoming clear: we can't relegate security to another department late in the process. We must shift to having pervasive security, shifted left, down, right, and all throughout our organizations.
This spirit of cooperation in solving security issues for all is present not just in internal teams but across the wider security community. It really stands out in the open source space in projects like OpenSSF and the Cloud Native Computing Foundation. This is evidenced by the amount of work being done to bring Vulnerability Exploitability eXchange (VEX) tooling into existence and helping the wider community adopt it. Ultimately, all of these projects boil down to people working together for the greater good. It is a very good thing that we have opportunities to get together to have the needed conversations to drive this cooperation at events like CloudNativeSecurityCon. | dwayne_mcdaniel |
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1,921,235 | Task 4 | Manual testing is a process to test the application manually without using any software. Application... | 0 | 2024-07-12T13:55:36 | https://dev.to/tamizh/task-4-5b21 | 1. Manual testing is a process to test the application manually without using any software. Application tested manually by humans to ensure the performance.
2. Advantages
A. Identifying the bugs
B. Flexibility in testing process to changes the test cases.
C. Easier to learn new tester
Disadvantages
A. Manual testing takes more time.
B. High labour cost
C. To stop manual human testing errors.
For Example
In Amazon website, to select a product to purchase page, we need to check the customer requirement, seller requirement, display of a page, options in pages, compare the product all are tested by the tester if it works fine or not. Manual testing takes more time to check all pages interface and check again & again the same process. Automatic testing is reduce the time to check the pages again & again. Easily to identify the bugs. | tamizh | |
1,921,237 | App landing page | I created this app landing page. Features Responsive. Tailwind css, for rapid... | 0 | 2024-07-12T13:57:23 | https://dev.to/paul_freeman/app-landing-page-20k7 | showdev, frontend, webdev, html | I created this app landing page.
### Features
* Responsive.
* Tailwind css, for rapid development.
### Live site
You can view the live site here: [app landing page](https://chatorigin.netlify.app/)
### Screenshot

## Follow
[twitter](https://x.com/pauls_freeman)
[github](https://github.com/PaulleDemon)
### Source code
```html
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Chat Origin</title>
<meta name="description" content="">
<link rel="shortcut icon" href="./assets/logo.png" type="image/x-icon">
<!-- Open Graph / Facebook -->
<meta property="og:title" content="Title of the project" />
<meta property="og:description" content="" />
<meta property="og:type" content="website" />
<meta property="og:url" content="https://github.com/PaulleDemon" /> <!--Replace with the current website url-->
<meta property="og:image" content="" />
<!-- <link rel="stylesheet" href="../../tailwind-css/tailwind-runtime.css"> -->
<link rel="stylesheet" href="./css/tailwind-build.css">
<link rel="stylesheet" href="css/index.css">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap-icons/1.11.3/font/bootstrap-icons.min.css" integrity="sha512-dPXYcDub/aeb08c63jRq/k6GaKccl256JQy/AnOq7CAnEZ9FzSL9wSbcZkMp4R26vBsMLFYH4kQ67/bbV8XaCQ==" crossorigin="anonymous" referrerpolicy="no-referrer" />
</head>
<body class="tw-min-h-[100vh] tw-bg-[#fff] tw-flex tw-flex-col">
<header class="tw-flex tw-w-full tw-z-20
tw-h-[60px]
lg:tw-justify-around
tw-absolute tw-top-0 tw-px-[5%]
max-lg:tw-px-4
max-lg:tw-mr-auto
tw-bg-opacity-0
">
<a class="tw-w-[50px] tw-h-[50px] tw-p-[4px]" href="">
<img src="./assets/logo.png"
alt="logo" class="tw-w-full tw-h-full tw-object">
</a>
<div class="collapsible-header animated-collapse max-lg:tw-shadow-md"
id="collapsed-header-items"
>
<div class=" tw-w-max
tw-flex tw-gap-5 tw-h-full lg:tw-mx-auto
lg:tw-place-items-center
max-lg:tw-place-items-end
tw-text-base max-lg:tw-flex-col
max-lg:tw-mt-[30px]
max-lg:tw-gap-5
tw-text-black
">
<a class="header-links" href="">
About us
</a>
<a class="header-links" href="#pricing">
Pricing
</a>
<a class="header-links" href="">
Features
</a>
<a class="header-links" href="">
Blog
</a>
<a class="header-links" href="">
Contact us
</a>
</div>
<div class="tw-flex tw-gap-[20px] tw-place-items-center tw-text-base
max-md:tw-place-content-center
max-md:tw-w-full
max-md:tw-flex-col
tw-mx-4
">
<a href=""
aria-label="signup"
class="
tw-py-2
tw-px-3
tw-rounded-md
tw-bg-primary
tw-text-white
hover:tw-translate-x-2
tw-transition-transform
tw-duration-[0.3s]
"
>
<span>Download</span>
<i class="bi bi-apple"></i>
</a>
</div>
</div>
<button class="tw-absolute tw-text-black tw-z-50
tw-right-3
tw-top-3
tw-text-3xl bi bi-list lg:tw-hidden"
onclick="toggleHeader()" aria-label="menu" id="collapse-btn">
</button>
</header>
<section class="tw-w-full tw-min-h-[100vh] tw-max-w-[100vw]
max-md:tw-mt-[50px]
max-lg:tw-p-4
tw-flex tw-flex-col tw-overflow-hidden tw-relative"
>
<div class="tw-w-full tw-h-full tw-p-[5%]
tw-place-content-center tw-min-h-[100vh]
tw-gap-6 max-xl:tw-place-items-center
tw-flex max-lg:tw-flex-col">
<div class="tw-flex tw-flex-col tw-place-content-center">
<div class="tw-text-6xl max-lg:tw-text-4xl tw-font-semibold
tw-leading-[80px]
max-md:tw-leading-snug tw-uppercase"
>
<span>
Connect instantly
</span>
<br>
<span class="tw-text-primary">
with customers
</span>
</div>
<div class="tw-mt-10 tw-max-w-[450px] tw-text-justify tw-p-2 max-lg:tw-max-w-full">
Lorem ipsum dolor sit amet consectetur, adipisicing elit. Error adipisci corrupti accusamus reiciendis similique assumenda nostrum fuga dicta vitae ipsum.
</div>
<div class="tw-mt-4 tw-flex
tw-overflow-hidden tw-gap-4
tw-p-2
tw-place-items-center ">
<a class="btn
tw-duration-[0.3s]
hover:tw-scale-x-[1.03]
tw-transition-transform
"
href=""
>
Get started
</a>
<a class="btn
!tw-text-primary
!tw-bg-[#c8cbf984]
tw-duration-[0.3s]
hover:tw-scale-x-[1.03]
tw-transition-transform
"
href=""
>
<span>Learn more</span>
</a>
</div>
</div>
<div class="tw-w-full tw-flex tw-place-content-center tw-max-w-[50%]
tw-place-items-center tw-overflow-hidden max-lg:tw-max-w-[unset]">
<div class="tw-overflow-hidden tw-flex
tw-max-w-[650px]
tw-max-h-[580px]
tw-min-h-[450px]
tw-min-w-[350px]
max-lg:tw-max-h-[320px]
max-lg:tw-min-h-[180px]
max-lg:tw-h-fit
max-lg:tw-w-[320px]
max-lg:tw-min-w-[320px]
">
<img src="./assets/images/home/iphone.png"
alt="app" class="tw-h-full tw-w-full
tw-object-contain">
</div>
</div>
</div>
</section>
<section class="tw-w-full tw-max-w-[100vw]
tw-flex tw-flex-col tw-overflow-hidden tw-relative
tw-place-items-center
tw-place-content-center
tw-p-6
"
id="numbers"
>
<div class="tw-flex tw-flex-col tw-gap-8 tw-place-items-center">
<h3 class="tw-text-3xl">In numbers</h3>
<div class="tw-flex max-md:tw-flex-col tw-w-full tw-gap-10 tw-place-content-center"
id="numbers-container" >
<div >
<span class="tw-text-6xl max-lg:tw-text-4xl" >
<span id="installs">250</span><span>k +</span>
</span>
<span class="tw-text-xl tw-font-medium tw-text-gray-800">
/Installs
</span>
</div>
<div class="tw-text-6xl">
<span class="tw-text-6xl max-lg:tw-text-4xl">
<span id="hours">400</span>
<span>+</span>
</span>
<span class="tw-text-xl tw-font-medium tw-text-gray-800">
/hrs saved
</span>
</div>
</div>
</div>
</section>
<section class="tw-w-full tw-max-w-[100vw]
tw-flex tw-flex-col tw-overflow-hidden tw-relative
tw-place-items-center
tw-place-content-center
tw-p-6
"
id=""
>
<div class="tw-mt-8 tw-flex tw-flex-col tw-gap-5 tw-place-items-center">
<div class="tw-flex tw-flex-col tw-gap-3 tw-text-center tw-mt-5">
<h3 class="tw-text-xl tw-text-primary">Features loved by our clients</h>
<h2 class="tw-text-4xl tw-font-semibold">Features</h2>
</div>
<div class="tw-flex tw-flex-wrap tw-max-w-[60%] tw-place-content-center tw-mt-6 max-lg:tw-flex-col tw-gap-2">
<div class=" tw-flex tw-flex-col tw-w-[350px] tw-text-center tw-h-[250px] tw-p-4 tw-gap-2">
<!-- <img src="./assets/images/home/sample.jpg"
alt="feature1"> -->
<i class="tw-text-5xl tw-text-primary bi bi-boombox-fill "></i>
<h3 class="tw-text-2xl tw-font-semibold">Feature 1</h3>
<div class="tw-text-[#595959]">
Lorem ipsum dolor sit amet consectetur, adipisicing elit. Quos, voluptates numquam quam expedita mollitia possimus. Quos tempora placeat pariatur est!
</div>
</div>
<div class=" tw-flex tw-flex-col tw-w-[350px] tw-text-center tw-h-[250px] tw-p-4 tw-gap-2">
<!-- <img src="./assets/images/home/sample.jpg"
alt="feature1"> -->
<i class="tw-text-5xl tw-text-primary bi bi-award-fill"></i>
<h3 class="tw-text-2xl tw-font-semibold">Feature 2</h3>
<div class="tw-text-[#595959]">
Lorem ipsum dolor sit amet consectetur, adipisicing elit. Quos, voluptates numquam quam expedita mollitia possimus. Quos tempora placeat pariatur est!
</div>
</div>
<div class=" tw-flex tw-flex-col tw-w-[350px] tw-text-center tw-h-[250px] tw-p-4 tw-gap-2">
<!-- <img src="./assets/images/home/sample.jpg"
alt="feature1"> -->
<i class="tw-text-5xl tw-text-primary bi bi-book-fill "></i>
<h3 class="tw-text-2xl tw-font-semibold">Feature 3</h3>
<div class="tw-text-[#595959]">
Lorem ipsum dolor sit amet consectetur, adipisicing elit. Quos, voluptates numquam quam expedita mollitia possimus. Quos tempora placeat pariatur est!
</div>
</div>
<div class=" tw-flex tw-flex-col tw-w-[350px] tw-text-center tw-h-[250px] tw-p-4 tw-gap-2">
<!-- <img src="./assets/images/home/sample.jpg"
alt="feature1"> -->
<i class="tw-text-5xl tw-text-primary bi bi-briefcase-fill "></i>
<h3 class="tw-text-2xl tw-font-semibold">Feature 4</h3>
<div class="tw-text-[#595959]">
Lorem ipsum dolor sit amet consectetur, adipisicing elit. Quos, voluptates numquam quam expedita mollitia possimus. Quos tempora placeat pariatur est!
</div>
</div>
<div class=" tw-flex tw-flex-col tw-w-[350px] tw-text-center tw-h-[250px] tw-p-4 tw-gap-2">
<!-- <img src="./assets/images/home/sample.jpg"
alt="feature1"> -->
<i class="tw-text-5xl tw-text-primary bi bi-credit-card-2-front-fill"></i>
<h3 class="tw-text-2xl tw-font-semibold">Feature 5</h3>
<div class="tw-text-[#595959]">
Lorem ipsum dolor sit amet consectetur, adipisicing elit. Quos, voluptates numquam quam expedita mollitia possimus. Quos tempora placeat pariatur est!
</div>
</div>
<div class=" tw-flex tw-flex-col tw-w-[350px] tw-text-center tw-h-[250px] tw-p-4 tw-gap-2">
<!-- <img src="./assets/images/home/sample.jpg"
alt="feature1"> -->
<i class="tw-text-5xl tw-text-primary bi bi-fire "></i>
<h3 class="tw-text-2xl tw-font-semibold">Feature 6</h3>
<div class="tw-text-[#595959]">
Lorem ipsum dolor sit amet consectetur, adipisicing elit. Quos, voluptates numquam quam expedita mollitia possimus. Quos tempora placeat pariatur est!
</div>
</div>
</div>
</div>
</section>
<section class="tw-mt-5 tw-w-full tw-flex tw-flex-col tw-p-[2%]
tw-place-items-center">
<h3 class="tw-text-3xl max-md:tw-text-2xl tw-text-primary tw-font-medium">
What our clients say
</h3>
<!-- Testimonials -->
<div class="max-md:tw-columns-1 lg:tw-columns-2 xl:tw-columns-3 tw-space-y-8 tw-gap-10 tw-mt-8">
<div class="tw-break-inside-avoid tw-flex tw-flex-col tw-w-[350px] max-lg:tw-w-[320px] tw-h-fit tw-shadow-lg tw-p-4 tw-rounded-lg ">
<div class="tw-flex tw-gap-3 tw-place-items-center">
<div class="tw-w-[50px] tw-h-[50px] tw-border-solid
tw-border-[2px] tw-border-primary
tw-overflow-hidden tw-rounded-full">
<img src="./assets/images/people/women.jpg"
class="tw-w-full tw-h-full tw-object-cover" alt="women">
</div>
<div class="tw-flex tw-flex-col tw-gap-1">
<div class="tw-font-semibold">Trich B</div>
<div class="tw-text-[#4b4b4b]">AMI, ceo</div>
</div>
</div>
<p class="tw-italic tw-text-gray-600 tw-mt-4">
Lorem ipsum dolor sit amet consectetur adipisicing elit. Voluptate, sequi sunt velit aut omnis nulla ut, autem corrupti nemo optio ipsam amet ducimus illum? Repellendus itaque autem alias eos quis.
</p>
</div>
<div class="tw-break-inside-avoid tw-flex tw-flex-col tw-w-[350px] max-lg:tw-w-[320px] tw-h-fit tw-shadow-lg tw-p-4 tw-rounded-lg ">
<div class="tw-flex tw-gap-3 tw-place-items-center">
<div class="tw-w-[50px] tw-h-[50px] tw-border-solid
tw-border-[2px] tw-border-primary
tw-overflow-hidden tw-rounded-full">
<img src="./assets/images/people/man.jpg"
class="tw-w-full tw-h-full tw-object-cover" alt="man">
</div>
<div class="tw-flex tw-flex-col tw-gap-1">
<div class="tw-font-semibold">John B</div>
<div class="tw-text-[#4b4b4b]">ABC, cto</div>
</div>
</div>
<p class="tw-italic tw-text-gray-600 tw-mt-4">
Lorem ipsum dolor sit amet consectetur adipisicing elit. Inventore deserunt delectus consectetur enim cupiditate ab nemo voluptas repellendus qui quas..
</p>
</div>
<div class="tw-break-inside-avoid tw-flex tw-flex-col tw-w-[350px] max-lg:tw-w-[320px] tw-h-fit tw-shadow-lg tw-p-4 tw-rounded-lg ">
<div class="tw-flex tw-gap-3 tw-place-items-center">
<div class="tw-w-[50px] tw-h-[50px] tw-border-solid
tw-border-[2px] tw-border-primary
tw-overflow-hidden tw-rounded-full">
<img src="./assets/images/people/man2.jpg"
class="tw-w-full tw-h-full tw-object-cover" alt="man">
</div>
<div class="tw-flex tw-flex-col tw-gap-1">
<div class="tw-font-semibold">Mante </div>
<div class="tw-text-[#4b4b4b]">xyz, cto</div>
</div>
</div>
<p class="tw-italic tw-text-gray-600 tw-mt-4">
Lorem ipsum dolor sit amet consectetur adipisicing elit. Quidem, numquam.
</p>
</div>
<div class="tw-break-inside-avoid tw-flex tw-flex-col tw-w-[350px] max-lg:tw-w-[320px] tw-h-fit tw-shadow-lg tw-p-4 tw-rounded-lg ">
<div class="tw-flex tw-gap-3 tw-place-items-center">
<div class="tw-w-[50px] tw-h-[50px] tw-border-solid
tw-border-[2px] tw-border-primary
tw-overflow-hidden tw-rounded-full">
<img src="./assets/images/people/women.jpg"
class="tw-w-full tw-h-full tw-object-cover" alt="man">
</div>
<div class="tw-flex tw-flex-col tw-gap-1">
<div class="tw-font-semibold">Lara </div>
<div class="tw-text-[#4b4b4b]">xz, cto</div>
</div>
</div>
<p class="tw-italic tw-text-gray-600 tw-mt-4">
Lorem ipsum dolor, sit amet consectetur adipisicing elit. Soluta, saepe illum. Dicta quisquam praesentium quod!
</p>
</div>
<div class="tw-break-inside-avoid tw-flex tw-flex-col tw-w-[350px] max-lg:tw-w-[320px] tw-h-fit tw-shadow-lg tw-p-4 tw-rounded-lg ">
<div class="tw-flex tw-gap-3 tw-place-items-center">
<div class="tw-w-[50px] tw-h-[50px] tw-border-solid
tw-border-[2px] tw-border-primary
tw-overflow-hidden tw-rounded-full">
<img src="./assets/images/people/man.jpg"
class="tw-w-full tw-h-full tw-object-cover" alt="man">
</div>
<div class="tw-flex tw-flex-col tw-gap-1">
<div class="tw-font-semibold">James </div>
<div class="tw-text-[#4b4b4b]">app, cto</div>
</div>
</div>
<p class="tw-italic tw-text-gray-600 tw-mt-4">
Lorem ipsum dolor sit amet, consectetur adipisicing elit. Fuga accusamus non enim debitis rem neque beatae explicabo corrupti porro ullam?
</p>
</div>
<div class="tw-break-inside-avoid tw-flex tw-flex-col tw-w-[350px] max-lg:tw-w-[320px] tw-h-fit tw-shadow-lg tw-p-4 tw-rounded-lg ">
<div class="tw-flex tw-gap-3 tw-place-items-center">
<div class="tw-w-[50px] tw-h-[50px] tw-border-solid
tw-border-[2px] tw-border-primary
tw-overflow-hidden tw-rounded-full">
<img src="./assets/images/people/man2.jpg"
class="tw-w-full tw-h-full tw-object-cover" alt="man">
</div>
<div class="tw-flex tw-flex-col tw-gap-1">
<div class="tw-font-semibold">Ron </div>
<div class="tw-text-[#4b4b4b]">marketplace, cto</div>
</div>
</div>
<p class="tw-italic tw-text-gray-600 tw-mt-4">
Lorem ipsum dolor sit amet, consectetur adipisicing elit. Fuga accusamus non enim debitis rem neque beatae explicabo corrupti porro ullam?
</p>
</div>
</div>
</section>
<section class="tw-mt-5 tw-w-full tw-flex tw-flex-col tw-p-[2%]
tw-place-items-center" id="pricing">
<h3 class="tw-text-3xl max-md:tw-text-2xl tw-text-primary tw-font-medium">
Simple pricing
</h3>
<!-- pricing -->
<div class="tw-flex tw-flex-wrap tw-gap-8 tw-place-content-center max-lg:tw-flex-col tw-mt-10">
<div class="tw-w-[380px] max-lg:tw-w-[320px] tw-p-8 tw-flex tw-flex-col tw-place-items-center tw-gap-2 tw-rounded-lg tw-shadow-xl">
<h3 class="">
<span class="tw-text-5xl tw-font-semibold">$9</span>
<span class="tw-text-gray-600 tw-text-2xl">/mo</span>
</h3>
<p class="tw-text-center tw-text-gray-600 tw-mt-3">Lorem ipsum dolor sit amet consectetur adipisicing elit. Ab, explicabo!</p>
<hr>
<ul class="tw-flex tw-flex-col tw-gap-2 tw-mt-4 tw-text-lg tw-text-center tw-text-gray-600">
<li>Lorem ipsum dolor sit amet.</li>
<li>Lorem, ipsum.</li>
<li>Lorem, ipsum dolor.</li>
<li>Lorem ipsum dolor sit.</li>
</ul>
<a href="http://" class="tw-mt-8 btn !tw-w-full hover:tw-scale-x-[1.02]
tw-transition-transform tw-duration-[0.3s]">
Get now
</a>
</div>
<div class="tw-w-[380px] max-lg:tw-w-[320px] tw-p-8 tw-flex tw-flex-col tw-place-items-center tw-gap-2
tw-rounded-lg tw-shadow-xl tw-border-2 tw-border-primary">
<h3 class="">
<span class="tw-text-5xl tw-font-semibold">$19</span>
<span class="tw-text-gray-600 tw-text-2xl">/mo</span>
</h3>
<p class="tw-text-center tw-text-gray-600 tw-mt-3">Lorem ipsum dolor sit amet consectetur adipisicing elit. Ab, explicabo!</p>
<hr>
<ul class="tw-flex tw-flex-col tw-gap-2 tw-mt-4 tw-text-lg tw-text-center tw-text-gray-600">
<li>Lorem ipsum dolor sit amet.</li>
<li>Lorem, ipsum.</li>
<li>Lorem, ipsum dolor.</li>
<li>Lorem ipsum dolor sit.</li>
</ul>
<a href="http://" class="tw-mt-8 btn !tw-w-full hover:tw-scale-x-[1.02]
tw-transition-transform tw-duration-[0.3s]">
Get now
</a>
</div>
<div class="tw-w-[380px] max-lg:tw-w-[320px] tw-p-8 tw-flex tw-flex-col tw-place-items-center tw-gap-2 tw-rounded-lg tw-shadow-xl">
<h3 class="">
<span class="tw-text-5xl tw-font-semibold">$49</span>
<span class="tw-text-gray-600 tw-text-2xl">/mo</span>
</h3>
<p class="tw-text-center tw-text-gray-600 tw-mt-3">Lorem ipsum dolor sit amet consectetur adipisicing elit. Ab, explicabo!</p>
<hr>
<ul class="tw-flex tw-flex-col tw-gap-2 tw-mt-4 tw-text-lg tw-text-center tw-text-gray-600">
<li>Lorem ipsum dolor sit amet.</li>
<li>Lorem, ipsum.</li>
<li>Lorem, ipsum dolor.</li>
<li>Lorem ipsum dolor sit.</li>
</ul>
<a href="http://" class="tw-mt-8 btn !tw-w-full hover:tw-scale-x-[1.02]
tw-transition-transform tw-duration-[0.3s]">
Get now
</a>
</div>
</div>
</section>
<section class="tw-mt-5 tw-w-full tw-flex tw-flex-col tw-p-[2%]
tw-place-items-center" id="pricing">
<h3 class="tw-text-3xl max-md:tw-text-2xl tw-text-primary tw-font-medium">
Read more
</h3>
<!-- pricing -->
<div class="tw-flex tw-flex-wrap tw-gap-8 tw-place-content-center max-lg:tw-flex-col tw-mt-10">
<a href="" class="tw-w-[350px] max-lg:tw-w-[300px] tw-h-[300px] tw-p-2 tw-flex tw-flex-col
tw-place-items-center tw-gap-2 tw-rounded-lg tw-shadow-xl tw-overflow-clip">
<div class="tw-rounded-md tw-overflow-hidden tw-h-[200px] tw-w-full">
<img src="./assets/images/home/sample.jpg"
alt="article image"
class="tw-w-full tw-h-full tw-object-cover"
srcset="">
</div>
<h3 class="tw-text-3xl max-md:tw-text-2xl tw-font-semibold">
Article 1
</h3>
<p class="tw-text-center tw-text-gray-600 tw-mt-2">Lorem ipsum dolor sit amet consectetur adipisicing elit. Ab, explicabo!</p>
</a>
<a href="" class="tw-w-[350px] max-lg:tw-w-[300px] tw-h-[300px] tw-p-2 tw-flex tw-flex-col
tw-place-items-center tw-gap-2 tw-rounded-lg tw-shadow-xl tw-overflow-clip">
<div class="tw-rounded-md tw-overflow-hidden tw-h-[200px] tw-w-full">
<img src="./assets/images/home/sample.jpg"
alt="article image"
class="tw-w-full tw-h-full tw-object-cover"
srcset="">
</div>
<h3 class="tw-text-3xl max-md:tw-text-2xl tw-font-semibold">
Article 2
</h3>
<p class="tw-text-center tw-text-gray-600 tw-mt-2">Lorem ipsum dolor sit amet consectetur adipisicing elit. Ab, explicabo!</p>
</a>
<a href="" class="tw-w-[350px] max-lg:tw-w-[300px] tw-h-[300px] tw-p-2 tw-flex tw-flex-col
tw-place-items-center tw-gap-2 tw-rounded-lg tw-shadow-xl tw-overflow-clip">
<div class="tw-rounded-md tw-overflow-hidden tw-h-[200px] tw-w-full">
<img src="./assets/images/home/sample.jpg"
alt="article image"
class="tw-w-full tw-h-full tw-object-cover"
srcset="">
</div>
<h3 class="tw-text-3xl max-md:tw-text-2xl tw-font-semibold">
Article 3
</h3>
<p class="tw-text-center tw-text-gray-600 tw-mt-2">Lorem ipsum dolor sit amet consectetur adipisicing elit. Ab, explicabo!</p>
</a>
</div>
</section>
<section class="tw-w-full tw-flex
tw-flex-col
tw-place-content-center
tw-px-[10%]
tw-p-[5%]
tw-gap-[10%]
tw-place-items-center
">
<div class="tw-w-full tw-place-content-center
tw-flex tw-flex-col tw-gap-3
tw-place-items-center
">
<h2 class="tw-text-2xl max-md:tw-text-xl tw-text-primary">Special Newsletter signup</h2>
<h2 class="tw-text-xl max-md:tw-text-lg">Keep yourself updated</h2>
<div class="tw-flex tw-h-[60px] tw-p-2
tw-overflow-hidden tw-gap-2 tw-place-items-center ">
<input type="email" class="input tw-w-full tw-h-full
tw-p-2 tw-outline-none"
placeholder="email"
>
<a class="btn
tw-duration-[0.3s]
tw-transition-colors
"
href=""
>
Signup
</a>
</div>
</div>
</section>
<footer class="tw-flex max-md:tw-flex-col tw-w-full tw-p-[5%]
tw-px-[10%] tw-place-content-around tw-gap-3
tw-text-black
tw-mt-auto
">
<div class="tw-h-full tw-w-[250px] tw-flex tw-flex-col
tw-gap-6 tw-place-items-center max-md:tw-w-full">
<img src="./assets/logo.png"
alt="logo" srcset="" class="tw-max-w-[120px]">
<div>
2 Lord Edward St,
<br>
D02 P634,
<br>
United Kingdom
</div>
<div class="tw-mt-3 tw-font-semibold tw-text-lg">
Follow us
</div>
<div class="tw-flex tw-gap-4 tw-text-2xl">
<a href="" aria-label="Facebook">
<i class="bi bi-facebook"></i>
</a>
<a href="https://twitter.com/@pauls_freeman" aria-label="Twitter">
<i class="bi bi-twitter"></i>
</a>
<a href="https://instagram.com/" class="tw-w-[40px] tw-h-[40px]" aria-label="Instagram">
<i class="bi bi-instagram"></i>
</a>
</div>
</div>
<div class="tw-h-full tw-w-[250px] tw-flex tw-flex-col
tw-gap-4">
<h2 class="tw-text-3xl max-md:tw-text-xl">
Resources
</h2>
<div class=" tw-flex tw-flex-col tw-gap-3 max-md:tw-text-sm">
<a href="" class="footer-link">About us</a>
<a href="" class="footer-link">FAQ</a>
<a href="" class="footer-link">Contact Us</a>
<a href="" class="footer-link">Blogs</a>
<a href="" class="footer-link">Privacy policy</a>
</div>
</div>
</footer>
</body>
<script src="https://cdnjs.cloudflare.com/ajax/libs/gsap/3.12.0/gsap.min.js" integrity="sha512-B1lby8cGcAUU3GR+Fd809/ZxgHbfwJMp0jLTVfHiArTuUt++VqSlJpaJvhNtRf3NERaxDNmmxkdx2o+aHd4bvw==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/gsap/3.12.0/ScrollTrigger.min.js" integrity="sha512-AY2+JxnBETJ0wcXnLPCcZJIJx0eimyhz3OJ55k2Jx4RtYC+XdIi2VtJQ+tP3BaTst4otlGG1TtPJ9fKrAUnRdQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
<script src="./index.js"></script>
</html>
```
**Css**
```css
@import url('https://fonts.googleapis.com/css2?family=Roboto:ital,wght@0,100;0,300;0,400;0,500;0,700;0,900;1,100;1,300;1,400;1,500;1,700;1,900&display=swap');
:root{
--btn-color: #fdfdfd;/* button color*/
--btn-bg: #155eef;/* button bg color*/
--primary-text-color: #155eef;
--link-hover: #155eef;
--input-hover-bd-color: #155eef;
}
html {
scroll-behavior: smooth;
font-family: "Roboto", sans-serif;
}
header{
/* background-color: #fff;
color: #000; */
}
header > .collapsible-header{
display: flex;
gap: 1rem;
width: 100%;
background-color: inherit;
place-content: center;
overflow: hidden;
transition: width 0.3s ease;
}
.animated-collapse{
transition: width 0.3s ease;
}
.header-links {
display: flex;
align-items: center;
min-width: fit-content;
border-radius: 10px;
padding: 5px 10px;
transition: background-color 0.5s, color 0.5s;
}
.header-links:hover {
color: var(--link-hover);
}
.primary-text-color{
color: var(--primary-text-color);
}
.opacity-0{
opacity: 0 !important;
}
.opacity-100{
opacity: 100 !important;
}
.btn{
padding: 10px 15px;
width: max-content;
border-radius: 6px;
color: var(--btn-color);
background-color: var(--btn-bg);
justify-content: center;
align-items: center;
display: flex;
cursor: pointer;
}
.btn:hover{
}
.btn:disabled{
cursor: default;
}
.input{
padding: 10px;
background-color: transparent;
border-radius: 6px;
/* outline: none; */
min-width: 100px;
border: 2px solid #818080;
transition: border 0.3s;
}
.input:active, .input:focus, .input:focus-within{
border: 2px solid var(--input-hover-bd-color);
}
.input-error{
border-bottom: 3px solid #ff1e1e;
}
.input-error:focus-within{
border-bottom: 3px solid #fd0101;
}
.message-container{
/* container used to display message */
border: 3px solid #c6e1f5;
background-color: #d7edf8;
color: #043893;
width: 100%;
max-width: 450px;
border-radius: 5px;
min-height: 50px;
padding: 5px 10px;
}
/* Navigation dots styling */
.dots-container {
text-align: center;
margin-top: 20px;
}
.footer-link{
color: #0d0d0d;
transition: color 0.3s;
}
.footer-link:hover{
color: #483cf4;
}
.review-container {
position: relative;
max-width: 600px;
margin: auto;
}
.review-card{
box-shadow: 0px 2px 4px #757474a0;
border-radius: 15px;
/* width: 200px; */
/* height: 550px; */
padding: 10px;
}
/* --------- collapsible div ---------- */
.collapsible {
background-color: #f3f0f0;
color: #2b2929;
/* cursor: pointer; */
padding: 5px;
width: 100%;
border: none;
text-align: left;
outline: none;
font-size: 16px;
transition: 0.4s;
}
/* Style for the collapsible content */
.content {
padding: 0 18px;
/* display: none; */
height: 0px;
overflow: hidden;
background-color: transparent;
transition: height 0.5s;
text-align: justify;
margin-top: 10px;
}
.collapsible .active,
.collapsible:hover {
/* background-color: #dedddd; */
}
@media not all and (min-width: 1024px) {
header .collapsible-header {
position: fixed;
right: 0px;
flex-direction: column;
opacity: 0;
height: 100vh;
min-height: 100vh;
height: 100dvh;
width: 0vw;
justify-content: space-between;
padding: 5px;
padding-top: 5%;
padding-bottom: 5%;
place-items: end;
background-color: #ffffff;
color: #000000;
overflow-y: auto;
box-shadow: 2px 0px 3px #000;
}
.header-links{
color: black;
}
}
```
| paul_freeman |
1,921,238 | Experience the powerful charm of BitPower Loop | In today's rapidly developing technological era, finding efficient, reliable and innovative solutions... | 0 | 2024-07-12T13:56:37 | https://dev.to/ssassaasa_c3ee63dd655a1b/experience-the-powerful-charm-of-bitpower-loop-3lm0 | In today's rapidly developing technological era, finding efficient, reliable and innovative solutions has become a common pursuit of enterprises and individuals. BitPower Loop came into being under this background and is committed to providing users with excellent services and unparalleled experience.
What is BitPower Loop?
BitPower Loop is a new, intelligent energy management system designed to optimize energy use, improve energy efficiency and reduce costs. Whether it is an enterprise or an individual user, BitPower Loop can provide customized solutions to help users achieve modern and intelligent energy management.
core advantages
1. Intelligent monitoring and analysis
BitPower Loop is equipped with advanced sensors and monitoring equipment to track and record energy usage in real time. Through powerful data analysis functions, users can clearly understand energy usage patterns and detect abnormalities in time, so that they can take appropriate measures to avoid energy waste.
2. Energy saving and consumption reduction
By optimizing energy distribution and usage strategies, BitPower Loop helps users significantly reduce energy consumption and expenses. This not only helps enterprises improve economic benefits, but also reduces carbon emissions and contributes to environmental protection.
3. Customized solutions
Each user's energy needs and usage are different, and BitPower Loop provides flexible customized services to meet users' individual needs. Whether you are a large enterprise, commercial institution, or home user, you can find a solution that suits you.
4. Convenient operation
The user interface of BitPower Loop is simple and friendly, even users without technical background can easily get started. The system supports remote operation and monitoring, allowing users to monitor energy usage dynamics anytime and anywhere.
scenes to be used
Enterprise energy management: Help enterprises optimize production processes, reduce operating costs, and improve energy utilization efficiency.
Smart home: Provide convenient energy management tools for home users to improve the quality of life.
Public facilities: Optimize energy use in public facilities, reduce public expenditures, and improve service quality.
User reviews
Since its launch, BitPower Loop has won the trust and praise of many users. Users generally believe that BitPower Loop not only has excellent performance, but also provides considerate services, helping them realize the modernization and intelligence of energy management.
Summarize
BitPower Loop has become a rising star in the field of energy management with its advanced technology, flexible solutions and excellent user experience. Whether you are an enterprise or an individual user, choosing BitPower Loop is a big step towards an efficient, environmentally friendly, and smart life.
Join BitPower Loop and let us embrace the new era of smart energy management together!@BitPower Loop | ssassaasa_c3ee63dd655a1b | |
1,921,239 | FB采集软件,FB精准引流,FB自动加好友机器人 | FB采集软件,FB精准引流,FB自动加好友机器人 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T13:57:31 | https://dev.to/gxeg_fxtp_e95999defc5ac08/fbcai-ji-ruan-jian-fbjing-zhun-yin-liu-fbzi-dong-jia-hao-you-ji-qi-ren-4l15 |
FB采集软件,FB精准引流,FB自动加好友机器人
了解相关软件请登录 http://www.vst.tw
FB采集软件是一款专为商家和营销人员设计的数据采集工具。它基于facebook网站,通过输入关键词,实时采集店铺数据,包括手机电话、邮箱、标题名称、网址等信息。这款软件不仅功能强大,还内置数据库保存采集到的数据,并支持库内去重,确保数据不会重复。
FB采集软件的价格实惠,半年订阅价为280元,一年订阅价为380元。它广泛应用于facebook营销领域,帮助企业快速准确地筛选和分析用户数据,提升营销效果。
随着facebook营销的不断发展,越来越多的企业选择使用FB采集软件来辅助其营销策略。它不仅提升了数据收集的效率,还为企业决策提供了有力支持。FB采集软件是商家和营销人员的得力助手,值得一试。
了解相关软件请登录 http://www.vst.tw
Tag:FB营销机器人,FB营销软件,FB引流软件,FB获取软件,FB加粉软件,FB群控机器人,FB群控软件,FB群控群控,FB群控专家,FB群控大师机器人,FB群控推广软件,FB群控引流工具,FB营销大师,FB推广专家
| gxeg_fxtp_e95999defc5ac08 | |
1,921,242 | Flutter Fortified: Mastering Updates And Security | by Ukoko Alfred In this modern digital era, keeping users’ data safe and ensuring that apps are... | 0 | 2024-07-12T13:59:43 | https://blog.openreplay.com/flutter-fortified--mastering-updates-and-security/ | by [Ukoko Alfred](https://blog.openreplay.com/authors/ukoko-alfred)
<blockquote><em>
In this modern digital era, keeping users’ data safe and ensuring that apps are working as expected is essential. This article will show you how to handle security and updates in Flutter-written apps.
</em></blockquote>
<div style="background-color:#efefef; border-radius:8px; padding:10px; display:block;">
<hr/>
<h3><em>Session Replay for Developers</em></h3>
<p><em>Uncover frustrations, understand bugs and fix slowdowns like never before with <strong><a href="https://github.com/openreplay/openreplay" target="_blank">OpenReplay</a></strong> — an open-source session replay suite for developers. It can be <strong>self-hosted</strong> in minutes, giving you complete control over your customer data.</em></p>
<img alt="OpenReplay" style="margin-top:5px; margin-bottom:5px;" width="768" height="400" src="https://raw.githubusercontent.com/openreplay/openreplay/main/static/openreplay-git-hero.svg" class="astro-UXNKDZ4E" loading="lazy" decoding="async">
<p><em>Happy debugging! <a href="https://openreplay.com" target="_blank">Try using OpenReplay today.</a></em><p>
<hr/>
</div>
While the need for mobile applications is increasing, it is upon developers today to create applications that are not only rich in features but also strong and updated. That is where [Flutter](https://flutter.dev/), which is [Google’s](https://www.google.com.ng/) open-source UI toolkit, comes into play as it gives full answers for you when developing cross-platform apps using the same codebase.
This article is geared towards securing and keeping Flutter applications current. Adherence to these procedures will ensure that one’s personal information is secure. Furthermore, it underscores the need for frequent software modifications to enhance effectiveness and eliminate any errors that might arise, as well as testing on various versions to avoid losing relevance with time. Developers can be sure of the reliability of their products if they follow these rules while also protecting them from being hacked because developers could hack into someone else’s creation, thereby causing their career harm if their application falls into unscrupulous hands.
## Hashing vs. Encryption
Hashing is an important way to protect information and has different aspects compared to encryption, which is used to conceal plaintext. A Flutter application needs safeguarding—this section contains detailed information on how these compare.

### Hashing
We use hashing to know that data has not been tampered with and to verify data. Simply put, hashing turns the data into a unique size fixed normally represented by a digest string of characters. Hash functions have no reverse functions. Once the data is hashed, one cannot convert it back to the initial form. They return a uniform length result irrespective of how long the input size may be to ensure that the hash output is consistent. It’s deterministic such that any given input will always generate similar hashes.
Hashing algorithms are meant to be speedy and effective, thus facilitating rapid calculations. A good hash function also reduces the chances of two different inputs producing similar hash outputs.
To securely preserve email passwords, save them to the database as hashes first. Then, make sure data has not been altered based on how different instances of this data compare with themselves in terms of their hashes on those instances. This is done by using digital signatures to confirm whether a given set of information has been interfered with or not.
Popular Algorithms include:
- [MD5](https://en.wikipedia.org/wiki/MD5) (though it is now considered weak and not recommended)
- [SHA-256](https://en.wikipedia.org/wiki/SHA-2)
- [SHA-3](https://en.wikipedia.org/wiki/SHA-3)
### Encryption
Encryption protects data confidentiality by transforming data into an alternative format only authorized persons can decipher back to the original form. Encryption algorithms are functions that can work in both directions; therefore, encrypted data can be decrypted if the right key is available. Usually, the size of encrypted data differs from the source one. A decoder uses characters to decrypt this formatted information.
Encryption is used to keep things a secret; hence, when the data is intercepted, anyone cannot understand it without a certain key. Make sure you encrypt your data anytime you send it through a network so that other people can't pick it up. As a preventive measure, protecting sensitive information on disks or any other storage devices from unauthorized access is essential. There must be secure messaging services and tamper-proof messaging mechanisms for secure communication.
Popular Algorithms include:
- [AES](https://en.wikipedia.org/wiki/Advanced_Encryption_Standard) (Advanced Encryption Standard)
- [RSA](https://en.wikipedia.org/wiki/RSA_(cryptosystem)) (Rivest-Shamir-Adleman)
- [ECC](https://en.wikipedia.org/wiki/Elliptic-curve_cryptography) (Elliptic Curve Cryptography)
### When do I use Hashing?
Passwords should be kept securely using employing hashing (salt included). Hash functions such as [bcrypt](https://www.npmjs.com/package/bcrypt) or [Argon2](https://www.npmjs.com/package/argon2) were crafted particularly to hash passwords, hence providing extra security mechanisms such as key stretching. Hashing was also applied to confirm the integrity of the locally stored or fetched data from the server.
### When do I use Encryption?
Encrypting sensitive data being sent over a network is fundamental. As an illustration, [HTTPS](https://en.wikipedia.org/wiki/HTTPS) (which is reliant on [TLS](https://en.wikipedia.org/wiki/Transport_Layer_Security) encryption) guarantees data encryption while it’s being transmitted. Moreover, sensitive data saved in the gadget should be encrypted to keep it away from unauthorized individuals. Encrypting sensitive data with [flutter_secure_storage](https://pub.dev/packages/flutter_secure_storage) helps users control it.
### Verdict
Flutter applications' security heavily relies on how different roles perform hashing and encryption. Hashing is used to guarantee the integrity of data and securely store passwords. Data must be encrypted to ensure that it is confidential when in transit or stored.
Adopting a comprehensive measure toward security would aid in safeguarding an application from a vast array of threats. For example, one can encrypt transmitted information and store secure passwords through hashing. It's usually important to combine both methods.
## Implementing Password Hashing in Flutter
To perform password hashing in the context of a Flutter app, a software developer can utilize a [crypto](https://pub.dev/packages/crypto) package. The following code snippet shows us how we can encrypt our regular plain text passwords which is a critical aspect when working with user authentication systems in modern web applications.
### The Process
The first thing you need to do is to add the `crypto` package to your `pubspec.yaml` file:
```yaml
name: your_project_name
description: A new Flutter project.
publish_to: 'none' # Remove this line if you wish to publish to pub.dev
version: 1.0.0+1
environment:
sdk: ">=2.17.0 <3.0.0"
dependencies:
flutter:
sdk: flutter
crypto: ^3.0.1
dev_dependencies:
flutter_test:
sdk: flutter
flutter:
uses-material-design: true
```
You must replace `your_project_name` with what you have named your project. This file contains the required `crypto` packager version `^3.0.1` and normal Flutter dependencies.
The following is what includes the hash and verification functions that use [dart:convert](https://api.dart.dev/dart-convert/dart-convert-library.html) and [crypto](https://pub.dev/packages/crypto) packages in Dart:
```dart
import 'dart:convert';
import 'package:crypto/crypto.dart';
// Function to hash the password
String hashPassword(String password) {
var bytes = utf8.encode(password); // Convert password to bytes
var digest = sha256.convert(bytes); // Hash using SHA-256
return digest.toString(); // Convert the digest to a string
}
// Function to verify the password
bool verifyPassword(String enteredPassword, String storedHash) {
var enteredHash = hashPassword(enteredPassword); // Hash the entered password
return enteredHash == storedHash; // Compare the hashes
}
void main() {
// User registration: hashing and storing the password
String password = "password";
String hashedPassword = hashPassword(password);
print("Password successfully hashed and stored: $hashedPassword");
// User authentication: verifying the password
String enteredPassword = "password";
bool isPasswordCorrect = verifyPassword(enteredPassword, hashedPassword);
print("Password is correct: $isPasswordCorrect");
}
```
Explanation:
* Import Packages: `dart:convert` is employed for encoding passwords into bytes. `crypto` is used to hash passwords using SHA-256.
* `Hash_Password` Function (hashPassword): Encodes password into bytes using UTF-8 encoding. Hash the bytes using SHA-256. Turn hash digest into a string and give it back.
* `Verify_Password` Function (verifyPassword): The same method as that of the stored password is employed while hashing the entered password. Match the hash of the entered password with the hash of the stored password.
Output:

GIF: A user continues to enter a significant secret code in the specified box, clicks “Hash Password” to hash the code, and finally confirms to change the status from false to true.
## Enhancing Performance and Features
By regularly updating it, you can improve the performance of your application and introduce upgrades that are meant to match what users look forward to. In this section, we will discuss varying ways of improving the performance and features of our Flutter applications.
### Utilizing new Flutter features
Incorporating these features might enrich the user experience and keep the app competitive when Flutter adds new widgets or capabilities, like the introduction of [SliverAppBar](https://api.flutter.dev/flutter/material/SliverAppBar-class.html) for flexible app bars.
An example of this is `SliverAppBar,` which helps to create application bars that grow and shrink smoothly as the user scrolls, giving them a more fascinating experience. Employing this widget helps to make applications have a more modern and stylish design, offer an improved navigation system, and maximize screen space utilization.
What does it mean by "integrating fresh capabilities such as `SliverAppBar` makes customers understand that the app is recent and maintained? Additionally, the feature shows the developer’s dedication to making the user experience better while at the same time being able to compete with others in the field.
### Optimizing app performance
For Flutter to remain a carefully planned user expertise one should be in the operation of the app frequently checking and making it better accordingly whereby he can use [PerformanceOverlay](https://docs.flutter.dev/perf/ui-performance) or [Dart DevTools](https://dart.dev/tools/dart-devtools) among other tools that provide information about frame rate and GPU render time. Developers can use the live feedback feature in `PerformanceOverlay` where the metrics are displayed on top of the application, enabling them to spot any screen lagging within seconds.
Dart DevTools include many useful performance analysis tools that help developers analyze and optimize the performance of their applications in detail. An example of this is to avoid unnecessary rebuilds by using the const constructor for widgets that do not change hence making the app faster. It is important for developers to continually observe their applications for performance bottlenecks especially when they become more sophisticated, so they can still be fast and reliable.
## Bug fixes and stability
Bug fixes are important for ensuring that your app made using Flutter remains stable and reliable since they prevent glitches, crashes, and user dissatisfaction. The process of constantly improving often enables you to fix any errors, improving how the end users feel while also increasing both the performance and reducing the chances of app rejection that might result in poor reviews sometimes. Several app aspects can be affected by bugs like app functionality and user interface, thus allowing developers to show dedication to quality and customer satisfaction by ensuring timely repairs.
Identifying bugs efficiently by monitoring and testing them continuously and then prioritizing the fixes based on severity and user impact is crucial. When team members collaborate and take advantage of user feedback, it is easier to resolve bugs. A proactive approach to fixing bugs guarantees an app with no disruptions, which earns trust from clients and leads to loyalty.
### Identifying and fixing common bugs
It is very important to constantly monitor crash reports and user feedback so that any common issues can be identified and solved in your Flutter app. Developers who monitor crashes and user complaints can find out how often certain problems, like memory leakages, which cause apps to crash after running for long periods repeatedly, occur. These problems can then be corrected.
Showing developers' resolutions of these issues helps reassure users that the app will function properly all the time. Dealing with them will also keep bad reviews at bay while minimizing user dissatisfaction. Additionally, developers need to implement solutions based on crash reports and feedback so that the app works well on different devices and conditions. This way, the app will succeed in the long run since it never disappoints its customers.
### Stability Improvements
When updating your app, it would be best to put more emphasis on making it stable than anything else. This can be done by taking care of any user interface-related hickeys and other signs one may encounter while using this product. Take, for instance, making changes in how pictures load so that they do not eat into computer space; this could make all the difference regarding its overall robustness. Their purpose is to give individuals who use them a seamless experience without causing any harm to them through accidents because they are always running smoothly. This proves his reputation as a trustworthy application developer who strives hard not to let down their potential customers by giving false hopes when their dreams are about to come true.
To maintain a polished look, address such common issues as UI glitches; to avert user frustration and abandonment, prevent app freezes. Updating the software regularly is an active way of showing that you are maintaining and improving it, thus increasing its longevity and user satisfaction. Flutter applications require life extensions for sustained app stickiness and competitiveness by keeping them up-to-date such that they operate normally on all devices regardless of their conventional patterns for such performance.
<CTA_Middle_Security />
### Regression Testing
It is important to do regression testing before each update to ensure the forward or backward compatibility is okay. This means ensuring that the new changes or updates have not negatively affected any functionality already in place. With the [flutter_test package](https://api.flutter.dev/flutter/flutter_test/flutter_test-library.html) by Flutter, there is [flutter_driver](https://api.flutter.dev/flutter/flutter_driver/flutter_driver-library.html) also to enable automatic testing as well as UI testing which helps make things easier. The process of testing can be streamlined by using these tools. The automatic testing in `flutter_test` is whereby testers can write different test cases checking if every individual function or widget would perform correctly by emphasizing the individual. With these tools, developers can detect early on potential problems, hence diminishing any chances of introducing errors on each update, thus maintaining the app’s consistency and trustworthiness for a good user experience.
### Ensuring Compatibility with Android and iOS Updates
It’s so important to ensure that all versions of new operating system releases work correctly once you release them to maintain their performance levels while keeping the user happy. One must adapt to the changes in OS-specific aspects such as [Android 13’s ](https://www.android.com/android-13/)enhanced permission scheme and make necessary changes to your app to maintain its functionalities. For Flutter, ensuring constant updates on time about platforms ensures everything remains efficient and functions well. To maintain compatibility and optimal performance, one must keep up with platform-specific updates in Flutter. This means one may have to update dependencies, change the code to fit new APIs, and test the app thoroughly on the updated platform. Guidelines as well as tools to aid in maintaining the app’s compatibility are available through resources such as the [Android Developer Console](https://developer.android.com/distribute/console) or [Apple Developer Portal](https://developer.apple.com/).
### Updating Dependencies
Updating dependencies on Flutter regularly allows you to be compatible with the most recent [SDK](https://docs.flutter.dev/release/archive) from Flutter as well as other external libraries (3rd party libraries). This strategy lets you exploit the latest packages’ features, performance boosts, and security improvements. For example, keeping the [Firebase](https://pub.dev/packages/firebase_core) packages up to date introduces new ways of doing things to programmers and protects user data better, enhancing applications' overall performance and dependability.
When you keep up with dependencies, you avoid compatibility troubles due to changes in the Flutter framework or other packages. The Flutter framework is always changing, so one needs continuous updating to avoid having problems with older codes that have become redundant and have discontinuing modifications being done. This way, an author can show that they care about their product and meet the standards set by their peers without making decisions based on personal preference alone. The app appears well-supported when such measures are taken in its development process, portraying the creators' desire to maintain a high-quality product with features conform to market requirements.
Tools such as [flutter_pub_outdated](https://dart.dev/tools/pub/cmd/pub-outdated) can be used to identify outdated packages and, later on, upgrade them with the help of ‘flutter pub upgrade’. There should be automated testing to guard against issues that come as a result of the updates while at the same time ensuring that no regression is introduced and that there are any unexpected behaviors. By keeping up with all these processes, the company maintains its competitiveness against others within its realm of operation while still keeping its app up-to-date and stable.
### Handling deprecated APIs
It is important to replace deprecated APIs with recommended ones within Flutter so as not only to keep compatibility but also to have a future-proof app. For example, using the [http](https://pub.dev/packages/http) package for networking tasks instead of the outdated [HttpClient](https://learn.microsoft.com/en-us/dotnet/api/system.net.http.httpclient?view=net-8.0) is necessary. With the evolution of Flutter, there is a likelihood that some problematic APIs will be dropped, thus leading to instability in an application.
Using modern replacements like the' HTTP' package benefits developers with better performance, error handling, and a simplified API. Switching smoothly with the help of Flutter’s official documentation and migration guides would mean developers have stable applications that benefit from the newest functions and enhancements. Such a move increases both stability and efficiency, leading to progressive reliability.
## Stay informed about SDK releases
To keep app stability and compatibility up-to-date, keeping track of Flutter SDK releases and their implications is important. From time to time Flutter introduces new features, performance enhancements, and sometimes even breaking changes. This will inform developers about what new things they may be able to use as well as how well performance can be optimized quickly with some bug fixes that appear, among other things. When developers read release notes and documentation, they can understand changes, APIs that are not supported anymore, and recommended migrations. This will help them to strategize for their upgrade and sync development roadmaps. As a result, developers are expected to follow up on Flutter's official channels and participate in its community activities to remain relevant and gain experience from others in the field.
### Monitoring Flutter Release Notes
It is very important for app security if often people check Flutter release notes for security patches and updates. Security tokens help in addressing vulnerabilities like [XSS ](https://en.wikipedia.org/wiki/Cross-site_scripting)vulnerabilities in plugins, for example [webview_flutter](https://pub.dev/packages/webview_flutter), among many other things. When developers are more informed, they can be able to set up resources for testing new features better than before, which is good because then they can know what they should do first, especially when it comes time to test these fresh capabilities. That also helps us show our commitment to data safety concerning the customers’ information, and the clients themselves do trust us. To get detailed information about security patches and recommended actions, subscribe to official Flutter channels like the [blog](https://docs.flutter.dev/release/whats-new) or [GitHub](https://github.com/) repository. This active strategy will help to ensure safety and protect apps from potential threats.
### Understanding security patches
Regarding the safety loopholes that Flutter and its plugins are facing to protect user data, maintaining the safety of any app requires that one is frequently updated on it. Thus, if we were to consider an instance whereby the [shared_preferences](https://pub.dev/packages/shared_preferences) plugin had undergone a flaw that made it possible for confidential information to be leaked, then there was no alternative but for programmers using this service to be forced to quickly switch to fixed versions. In addition, any potential risk may be managed through regular monitoring of insecurities notifications as well as being a member of such things as Flutter’s forums, among others, which will make it easier so long those who participate avoid any kind or form of threats. By incorporating some security protocols like encrypting data and secure authentication, we boost security levels in our app development, debugging, or deployment of Flutters, which should ensure that security flaws are exposed early and tackled in time for seamless operations and secure data privacy.
### Automated Testing
It’s very important to do automated testing using the [flutter_test](https://api.flutter.dev/flutter/flutter_test/flutter_test-library.html) mechanisms within Flutter to validate the app’s behavior and secure it. For instance, if we take unit tests, they test whether user data is cleaned up well before any [SQL](https://www.mysql.com/) code execution that could lead to an injection attack on servers when proper security measures are in place.
Depending on constraints set, including these factors in the controls available can be input validation, authentication methods, or data encryption. The vast areas of input validation, authentication mechanisms, and data encryption form the basis of the automated tests. Integration tests, on the other hand, are simulated user experiences that check the authentication process and protect the data. Furthermore, the functionality of the security-related UI element is also tested by widget and UI tests. As these tests are included in the automated suite, developers can adequately uphold app security and integrity.
### Manual testing for edge cases
It is important to not overlook the conducting of hand-testing in Flutter when it comes to pinpointing security flaws that automated tests can ignore. This is where we go through apps one by one just to make sure they are functioning right while also addressing their security aspects, like preventing any kind of injection attack by trying to put a number within a username field.
Another part about the manual test is that it has some special purposes too; discovering other interesting usage cases that were missed in automatic testing so far and showing some weaknesses plus strange ways of processing data in the software. It also evaluates how simple it is to do different tasks with it, its accessibility, and overall user experience by running over usability problems and layout errors.
Additionally, it assesses the user interface, accessibility, and overall user experience of the application by identifying usability issues and layout errors. It also evaluates how easy it is to achieve various functionalities using the system, along with how accessible it is and the general user experience by examining usability challenges as well as design mistakes. In security-centered manual testing, it is important to verify that the data encryption and secure network transmission have been done correctly.
During security-focused manual tests, verifying the correct execution of data encryption as well as secure networking becomes very crucial. It helps to investigate compatibility and achieve uniformity by trying various gadgets and platforms. To establish compatibility and consistency, we can check if it works well on different devices through the usage of assorted gadgets and platforms.
### Security-focused Testing
Conducting security tests that are focused on critical findings of vulnerabilities in Flutter applications. Rooting out of insecure data storage patterns by security audits while penetration tests interfere with actual life assaulters, revealing weaknesses such as [SQL injection](https://en.wikipedia.org/wiki/SQL_injection) or XSS. Regarding coding language alteration, security flaws can be detected within the changes made to the software, for example, through input validation and encryption.
Making use of security testing tools and libraries, such as [owasp](https://en.wikipedia.org/wiki/SQL_injection) and [dart-secure](https://pub.dev/packages/flutter_secure_storage), improves the effectiveness of security testing. To maintain app security, it is very important to keep these in consideration when the Flutter team and security experts give them disseminate the information. If there is regular security-focused testing, it helps to ensure that varieties of matters that might pose security threats to Flutter apps are well handled and this handles.
### Secure data handling
It is important that data records in apps made by Flutter are correctly managed and tightly secured to prevent multiple data breaches and unauthorized entries. The process involves setting up protective data storage measures that guard against confidential data exposure, such as user account details, to encryption technologies. Make sure that when data is transmitted across networks, it is secure by today's standards: use HTTPS protocols together with [SSL/TLS](https://www.digicert.com/what-is-ssl-tls-and-https) encryption techniques for this matter. Moreover, strong authentication mechanisms such as [OAuth 2.0](https://oauth.net/2/) and [Firebase Authentication](https://firebase.google.com/docs/auth) have to be implemented for any harmful feature and information protection purposes. Such access limitations can be achieved by combining these two advanced authentication forms alongside Role-Based Access Control, among others. Mitigating unnecessary data handling decreases the chances of experiencing data breaches by limiting the amount of what all users provide through reduction techniques, including, among others, minimalism principles and pseudonym creation, which is achieved through this means.
## Automated Testing
The quality of your Flutter app depends on automated tests, which are important in detecting problems early in the development process. This section will discuss various techniques for carrying out automatic tests on our Flutter apps.
### Unit Tests, Integration Tests, and UI Tests
[Flutter_test](https://api.flutter.dev/flutter/flutter_test/flutter_test-library.html) and [flutter_driver](https://api.flutter.dev/flutter/flutter_driver/flutter_driver-library.html) are aides that automate examinations which enable rapid test implementation and seamless integration into CI/CD workflows to achieve uninterrupted tests as well as rapid application deployment. A synergy of these verification techniques is an assurance that those mobile applications made using Flutter output are of excellent quality and that consumer satisfaction is achieved.
By adding the above-mentioned tests, developers can get all-inclusive test coverage across different strata of the application. These tests help in detecting defects and regressions earlier within the development process, hence enhancing best coding practices and the application's dependability.
### Test Coverage Analysis
It is important to monitor test coverage in Flutter to ensure that all critical elements of the application are adequately tested. Generating test coverage reports and finding areas for further testing can be done using tools such as pcov. If you look at these reports, you will understand those sections with less coverage than others, which will help you concentrate on them during your testing process. Consequently, it guarantees that the most significant features and crucial parts of the code are well-examined, avoiding hidden errors or bugs.
## Routine Monitoring
Identifying performance problems and other issues, like security vulnerabilities, is critical for Flutter applications to function effectively. Without monitoring, we would not know what is going wrong with the app until it has gone so far that we cannot fix it anymore. This explanatory section explains why we need to keep our eyes open through regular checks.
### Monitoring App Performance
Developers can track app performance metrics like response time and CPU usage using performance monitoring tools such as [Firebase Performance Monitoring](https://firebase.google.com/docs/perf-mon) by Google. This allows them to keep an eye on the performance of their applications at all times when they have integrated these tools and, therefore, discern what is holding them back in terms of performance to improve upon this.
### Crash Reporting
Integrate tools similar to [Firebase Crashlytics](https://firebase.google.com/docs/crashlytics) for improved diagnosis of application failures by collecting logs from such crashes. The moment applications crash, these tools send immediate notifications about this. This enables the app makers to handle these app failures urgently. Consequently, they can boost their app performance by eliminating these crashes, hence enhancing their clients’ user experience altogether. Automating some of these processes, such as gathering data concerning crashes, will automatically make it much easier for you to know what occurred.
### Logging and Analytics
Use logging tools and analytics tools such as [Firebase analytics](https://firebase.google.com/docs/analytics) for monitoring user activities and app usage trends. Firebase analytics provides data on how users interact with applications and where they are used most. This allows developers to know the behavior and preferences of users so they can make changes in their apps with the help of data. Logging refers to events and activities that users undertake while using an application. The analytics tools analyze the collected data to produce reports and visualize app usage trends, making it possible to make decisions based on facts. Monitoring analytics data regularly enables software engineers to detect parts of the app that must be optimized and prioritize developing features. By following the end user actions, software engineers can improve customer satisfaction through increased app engagement.
## Rollback Plan for Failures
It is crucial to have a plan to roll back if the application fails so you can return to an earlier working version immediately. This plan indicates how one can reverse any alterations made to the system and bring back the app to its proper operation mode. Moreover, it contains ways of recognizing such situations that demand going back and those who should be in charge since it will serve as a guideline during execution. Automated rollback protocols simplify this operation, reducing the time wasted trying to solve the problem. Keeping in touch with the people concerned will help guarantee that everybody understands what needs to happen in the system failure recovery process.
### Rollback Procedures
It is vital to have rollback procedures that can allow going back to an unstable version of an application swiftly when such instances occur. Having defined what entails a rollback, software engineers get direction on how to recover from such instances and reduce time when the system is not fully operational. Automating this process using scripts ensures timely response to major system errors, reducing cases where manual intervention may lead to increased numbers of errors creeping in unintendedly. These procedures guide as regards at what point is rolling back necessary or who should do it.
### Communication strategies for users
To keep Flutter apps transparent and reliable, effective communication with users on rollbacks and potential impacts is important. Notifications on the app and social media platforms draw users' attention to problems and their resolution steps, thus making sure that they are cognizant of what is going on concerning each case. Instead of waiting until they happen again, notifying them beforehand helps minimize their annoyance or irritation whenever rollbacks occur.
## Regular data backups
Backing up data regularly is critical for preventing data loss and ensuring business continuity in Flutter applications. They are like a safety net that allows saving time when emergencies happen by getting back data instantly instead of waiting for long hours or days during which work could be interrupted temporarily, thus causing delays. The significance of backing up is reiterated in the following ways: through holding useful information, like user-generated content as well as database data, which are not supposed to disappear completely; however, the updates have to be quick. For it to happen time after time, one must decide that he/she will not give up on data secrecy, thus managing to show his/her clients that they can rely on him/her at any time without worrying about losing their information since all these measures help safeguard against loss of information along with maintenance of secure networks.
### Cloud-based Backup Solutions
Protecting data is critical to ensure that the data is protected and available. With cloud storage options like [Firebase Cloud Firestore](https://firebase.google.com/docs/firestore) and [Google Cloud Storage](https://cloud.google.com/storage), app data backups are automated. This course of action ensures the safety of all information, which can be retrieved whenever required. For example, Firebase Storage allows automatic backup of user-generated content, including images or documents, at a go. This way, reliable, scalable app data storage solutions are provided. For complete archiving, data must be saved in the cloud at all times. Therefore, there is less likelihood of the overall loss of valuable information because records will always be available over the internet cloud. A backup routine should be run regularly so that it does not become overwhelming.
### Local Data Backup
Create local backup systems to store app data on the phone or another source for better safety and access. It’s possible to go ahead and make your local [SQLite](https://www.sqlite.org/) database backup, too, by just taking advantage of Flutter’s [path_provider](https://pub.dev/packages/path_provider) package. It has been designed in such a way that one can use it to create device storage locations as well. The purpose of this package is to help developers back up SQLite databases since it provides this option in these places. Local backups guarantee that app information will always be reachable even when there is no online connection or external assistance.
### Scheduled backup jobs
Accomplish automatic backup work by continuously planning them with the use of Flutter’s [flutter_local_notification](https://pub.dev/packages/flutter_local_notifications) package, which makes it possible for one to have daily copies saved for different categories of details displayed on an application needed also informing users concerning the same hence transparency is a must. Because these copies are scheduled for specific times, they will not require any human interruption, which means that their dependability is ensured throughout. There is no need then again. Schedule copies are done automatically with no manual input needed; hence, stability and reliability are always assured. Backup tends to also make sure it mitigates against all types of unexpected losses. Moreover, one will receive messages that assist in giving comfort regarding the security level of his lance; the same clarifies things that are happening in progress.
## Disaster Recovery Planning
For Flutter apps to be able to recover from devastating incidents, they must have a disaster recovery plan. This plan considers ways to lessen risk, handle emergencies, and resume service provision. It also has options for saving data, creating copies, and other special devices for automatic transfer if the current fails. The effectiveness of the plan is regularly checked through testing. This involves putting in place communication strategies that would help in getting in touch with concerned parties when there is an emergency. The key idea in the plan is assessing how bad it is and then deciding what needs to come first when recovering after such incidents.
### Backup Restoration
Data protection in a Flutter can be achieved by implementing methods of data recovery in instances of data loss or corruption. An example is scripting for the restoration of Firebase Firestore backups when accidentally deleted. It enables rapid recovery from incidents where information was lost and minimizes interruptions in service provision by the program. With such measures in place, Flutter applications remain dependable by securing essential data.
### Failover Systems
Ensuring uninterrupted service when servers are down is important in Flutter. What this means is that, to automatically change to another server in case one fails, such failover systems as load balancers or redundant server configurations must therefore be set up. This will make sure that should anything happen to servers, then all users can still access the app because failover systems have been put in place by the developers. They enhance the reliability of this software application while reducing its unavailability periods.
## Data Replication
Of course, since we do not want to lose any data we replicate it in several data centers or geographic regions like this: The same information can be copied to various locations around the globe using a multi-region replication service provided by Firebase Realtime Database.
### Version Control
It is important to use version control systems such as [git](https://git-scm.com/) to facilitate the management of amendments in the code foundation of the app. We utilize this method by monitoring for modifications, collaborating well, and maintaining various editions of our application. Tagging stable releases through git enhances identifiable versions that can be rolled back whenever faults come up. Henceforward, there shall be a uniform track in which the changes can be identified for those developers who have felt like moving backward in an earlier [HTML](https://html.com/) era.
### Rollback Procedures
There is a need in Flutter for having a backup plan as far as rolling back things is concerned as they may sometimes just not work out due to one thing or another or even because nobody knows how well they might turn out eventually when left alone entirely so they must involve the development of programs that deploy earlier versions of programs should something go wrong at any point during their execution which should then make it possible go back whenever things get too messy thus preventing further problems from occurring just like what usually happens when we encounter an error message saying that some kind bugs cannot be found at all or something similar but not really. In other words employing rollback plans, developers can have a clear idea about how they can always get back to safe grounds, which encompass writing certain algorithms that will make sure our software does not stop on its tracks every time you are near crashing or certain conditions are achieved Therefore in doing this you come up with code so that the systems installed respond quickly when there occurs a catastrophe lowering loss of income.
### Communication strategies for users
It is extremely important to inform users in Flutter about rollbacks and potential repercussions on their experience in advance. This requires pushing out notifications through different channels, including an application itself and social networks, showing subscribers what has happened and how it has been resolved. For that reason, the developers can continuously update customers about any interruptions or modifications to their operations. This helps developers retain openness whilst nurturing reliance among consumers, leading them to appreciate the conditions in which people live and act.
## Conclusion
In this guide, we have looked at the necessary aspects of upgrading and shielding Flutter applications which are critical for their function, performance as well and integrity. Complying with good practices while at the same time incorporating strong security measures helps developers to produce Flutter apps that are dependable and safe from unauthorized access where client information is concerned and ensures trustworthiness between end users.
| asayerio_techblog | |
1,921,244 | The Ultimate Guide to Container Orchestration | Container orchestration is a critical component of modern software development and deployment,... | 0 | 2024-07-12T14:00:45 | https://dev.to/platform_engineers/the-ultimate-guide-to-container-orchestration-317c | Container orchestration is a critical component of modern software development and deployment, particularly in the context of [platform engineering](www.platformengineers.io). It involves the automated management of containers, ensuring efficient deployment, scaling, and lifecycle management. This comprehensive guide delves into the technical aspects of container orchestration, exploring its core concepts, tools, and use cases.
### What Is Container Orchestration?
Container orchestration is the process of managing multiple containers that work together as part of an application infrastructure. It automates the deployment, scaling, and lifecycle management of containers, freeing engineers from manual intervention. This process is crucial for large-scale applications, where managing thousands of containers manually is impractical.
### Key Concepts
1. **Declarative Programming**: Modern orchestration tools use declarative programming, which allows engineers to define the desired outcome without specifying step-by-step details. This approach simplifies container deployments and management.
2. **Container Life Cycle**: The container life cycle includes build, deploy, and run phases. Orchestration tools automate these phases, ensuring efficient management of containers.
### Tools and Platforms
Several tools and platforms are available for container orchestration:
1. **Docker Swarm**: Docker Swarm is a fully integrated and open-source container orchestration tool. It is ideal for organizations that prefer a less complex orchestrator than Kubernetes for smaller applications.
2. **Apache Mesos**: Apache Mesos offers a lightweight, high-availability, and cross-platform orchestration platform. It is suitable for large enterprises and supports several popular languages.
3. **Nomad**: Nomad is an open-source workload orchestration tool that can be used as a Kubernetes alternative or supplement. It is ideal for both small and enterprise uses.
4. **Kubernetes**: Kubernetes is a leading container orchestration tool, revolutionizing how applications are deployed, scaled, and managed. It provides robust features to automate application container deployment, scaling, and management.
### Orchestration Workflow
A typical orchestration workflow involves the following steps:
```python
# Code
developer_commits_code()
# Validate
ci_cd_platform_submits_request_for_validation()
# IdP Response
if validation_successful:
pipeline_triggers_common_tasks()
# Request
provisioner_executes_requested_patterns()
```
### Use Cases
Container orchestration is necessary when:
1. **Complexity**: Applications use more than a couple of containers, making manual management impractical.
2. **Scaling**: Container orchestration tools support declarative programming, making it easy to spin up new containers and balance loads.
### Conclusion
[Container orchestration](https://platformengineers.io/services/containerization/) is a critical component of modern software development and deployment. By understanding the core concepts, tools, and use cases, organizations can leverage container orchestration to streamline their application management and improve efficiency. | shahangita | |
1,921,245 | Structured Content guide: Reusable blocks for scalable websites | Is your site too inconsistent? Is your content team ineffective? Are you spending too much time on... | 0 | 2024-07-12T14:01:24 | https://dev.to/momciloo/structured-content-guide-reusable-blocks-for-scalable-websites-4jon | Is your site too inconsistent? Is your content team ineffective? Are you spending too much time on technical SEO? Structured content is the solution. This guide explores the basics of structured content and how it can help solve common challenges in content management. Learn how to create reusable content blocks and build scalable, efficient websites. Discover the differences between structured and unstructured content and how using a headless CMS can streamline your content strategy.
## What is structured content?
Structured content is organized, reusable, and machine-readable data. It’s typically stored in a database, making it easily searchable and adaptable across various platforms. Structured content follows a predefined schema, which ensures consistency and efficiency in content management.
### Key characteristics of structured content
There are three key touchpoints when it comes to content structure**:**
- **Organized**: Arranged in a predictable, systematic way.
- **Reusable**: Can be easily repurposed across different channels.
- **Machine-readable**: Easily interpreted by software, facilitating automation and integration.
## Structured vs. Unstructured Content
This is actually a comparison between organized and unorganized content Structured content - sometimes called component content - is content that is organized predictably. To manage that, structured content follows a set of rules - called a schema, information architecture, [content modeling](https://thebcms.com/blog/content-modeling-basics) (more on this below) or simply put organization.
On the other side, content without structure-unorganized content is normally intended for single-use, which is difficult to adapt and evolve. The focus here is on the context of how information is consumed. In contrast, structured content is intended to function across different frontends, with the highest priority on the relationships between content pieces, not the context.
These different focuses have a great influence on building website structure and also on content manipulation.
For example, consider a company that frequently posts job listings on its website. In an unstructured content approach, each job listing might include repetitive information such as a company description, address, and application instructions.
With structured content, this repeatable information would be stored in separate modules. Each job listing would then simply link to these modules, ensuring consistency. Whenever there is a need to update the company description, the changes would be made in one place and automatically reflected across all job listings.
For a better understanding of how this content manipulation works check out: [BCMS Widgets - Reusable structured content - everything you need to know](https://thebcms.com/blog/bcms-widgets-reusable-structured-content-tutorial)
And to understand why structure is important in content delivery here’s an in-depth comparison table:

## Components of structured content
A structured content creation system consists of various components and systems. Adding more layers of information improves the content structure, making it easier for users to develop content and for consumers to consume it.

The following components make content well-organized, easily manageable, and highly adaptable.
### Content types
[Content types](https://thebcms.com/blog/content-modeling-headless-cms) define the different kinds of content that will be created and managed. Examples include articles, product descriptions, user profiles, and event listings. Each content type has its own set of attributes and rules.
### Fields and Attributes
Fields and attributes are the specific elements that make up a content type. For instance, a blog post content type might include fields such as title, author, publish date, body text, and tags. These fields ensure that each piece of content is complete and follows a consistent format.
### Metadata
Metadata provides additional information about the content, such as keywords, categories, and descriptions. This helps with organizing, searching, and optimizing content for SEO purposes. Metadata makes content more discoverable and manageable to search engines.
### Content models
Content models define the structure and relationship between different content types and their fields. They ensure that content is organized systematically and can be easily reused and repurposed across various platforms.
### Schemas
Schemas are sets of rules that define the structure and organization of content. They ensure that all content follows a consistent format and can be easily interpreted by machines. Schemas are essential for creating machine-readable content that can be easily indexed and searched.
### Modules and components
Modules and components are reusable pieces of content that can be combined to create larger pieces of content. For example, a product description module might be used across multiple product pages.
### APIs and Integration
APIs enable structured content to be accessed and integrated into various systems and platforms. This allows seamless content delivery across websites, mobile apps, and other digital channels. APIs ensure that content can be easily shared and reused.
### Version control
Version control tracks changes to content over time, allowing for the management of different versions and the ability to revert to previous versions if needed. This is crucial for maintaining accuracy and consistency across all content.
## How to create structured content
Creating structured content involves a systematic approach to ensure your content is organized, reusable, and easily manageable. Here’s how you can create valid structured content step-by-step:
### Step 1: Identify content types
List the different kinds of content your business needs to manage, such as articles, product descriptions, user profiles, event listings, and FAQs.
For example, content types for job listings, include fields like:
- Job title
- Image
- Location
- Job description
- Requirements

### Step 2: Define content models
Outline the structure, fields, attributes, and relationships between different content pieces for each type.

### Step 3: Create schemas
**Develop schemas for each content type**: Use XML to create schemas that define the structure and organization of your content. These schemas provide a set of rules that ensure your content follows a consistent format.
```jsx
<xs:schema xmlns:xs="http://www.w3.org/2001/XMLSchema">
<xs:element name="jobListing">
<xs:complexType>
<xs:sequence>
<xs:element name="title" type="xs:string" />
<xs:element name="image" type="xs:string" />
<xs:element name="location" type="xs:string" />
<xs:element name="description" type="xs:string" />
<xs:element name="requirements" type="xs:string" />
</xs:sequence>
</xs:complexType>
</xs:element>
</xs:schema>
```
### Step 4: Incorporate metadata
Add metadata for organization and SEO: Include metadata elements like keywords, categories, descriptions, and tags to enhance searchability and optimize content for SEO. Example: Add metadata like tags for job category, employment type, and keywords to improve searchability and SEO.
### Step 5: Use XML Tags
Tagging content with XML: Use XML tags to label and structure your content. Tags are enclosed in ‘<’ and ‘>’ characters and indicate a component's start and end. Tags are nested to show relationships between content pieces, providing clear structure and meaning to your content.
```jsx
<jobListing>
<title>Software Engineer</title>
<image>http://example.com/images/software-engineer.jpg</image>
<location>San Francisco, CA</location>
<description>Develop and maintain web applications.</description>
<requirements>Experience with JavaScript, HTML, CSS, and React.</requirements>
<metadata>
<category>Engineering</category>
<employmentType>Full-time</employmentType>
<keywords>Software Engineer, JavaScript, React</keywords>
</metadata>
</jobListing>
```
### Step 6: Leverage APIs for Integration
Integrate content with various platforms: Use APIs for content delivery across websites, mobile apps, and other digital channels. Ensure your content management supports API-driven content management.
Example: [How to use Headless CMS as your job board CMS](https://thebcms.com/blog/headless-cms-as-job-board-cms)
Using these steps, you will be able to create well-organized, manageable, and highly adaptable structured content that will reach and engage your target audience.
At the end of this structured content example, I leave you with a content structure template, which you can use as a guide for creating a structure.
```jsx
<jobListing>
<title>Software Engineer</title>
<image>http://example.com/images/software-engineer.jpg</image>
<location>San Francisco, CA</location>
<description>
<p>Develop and maintain web applications.</p>
<p>Collaborate with cross-functional teams to define, design, and ship new features.</p>
<p>Troubleshoot, test, and maintain the core product software to ensure strong optimization and functionality.</p>
</description>
<requirements>
<ul>
<li>Experience with JavaScript, HTML, CSS, and React.</li>
<li>Strong problem-solving skills and ability to troubleshoot software issues.</li>
<li>Excellent communication and teamwork skills.</li>
<li>Bachelor's degree in Computer Science or related field.</li>
</ul>
</requirements>
<metadata>
<category>Engineering</category>
<employmentType>Full-time</employmentType>
<keywords>Software Engineer, JavaScript, React</keywords>
</metadata>
</jobListing>
```
## Kinds of relationships in structured content (with examples)
Content relationships define how different pieces of content relate to each other within a system. These relationships are crucial for organizing content in a way that makes it reusable, scalable, and easily manageable. Here are the main types of relationships, along with examples of each:
### Hierarchical relationships
The hierarchical relationship organizes content into a parent-child structure. This is useful for creating nested structures such as categories and subcategories.
Example: An online store has a main category "Electronics" with subcategories "TV", "Mobile Phones" and "Laptops".

### Associative relationships
Links content pieces that are related but do not fit into a hierarchical structure. Often used for tagging and metadata systems.
Example:
Tags and keywords: An article about smartphones is tagged with keywords like "technology", "gadgets", and "reviews".
### Referential relationships
Uses references to connect content pieces, allowing for content reuse without duplication.
Example:
Author profiles: Multiple articles reference the same author profile, ensuring consistency across all publications. Like this:

In case you want to read these:
- [Maximizing ROI: Content Operations and Headless CMS - hack you can't miss](https://thebcms.com/blog/content-operations-headless-cms)
- [Composable Architecture 101: Guide to better understanding](https://thebcms.com/blog/composable-architecture-guide)
- [Content Hub vs Content Federation: Is the same thing?](https://thebcms.com/blog/content-hub-vs-content-federation)
### Sequential relationships
Organize content in a specific order, which is essential for content that needs to be consumed in a particular sequence.
Use case:
[HubSpot SEO Online Course](https://academy.hubspot.com/courses/seo-training)

A course on SEO that has modules that must be completed in sequence.
### Compound relationships
Groups multiple content pieces together as a single entity. This approach is commonly used in e-commerce for product bundles.
So, on [Shopify’s example](https://help.shopify.com/en/manual/products/bundles), you can see how to master this kind of relationship.

### Bidirectional relationships
Bidirectional relationships in structured content are used to create mutual references between content pieces, ensuring that each item links back to the other. This is particularly useful for enhancing user navigation and engagement on a website.

## BCMS and Structured content
Choosing [BCMS headless CMS](https://thebcms.com/) for managing structured content is smart due to its inherent flexibility, scalability, and efficiency. By decoupling the backend from the front end, a headless CMS allows for seamless content delivery across various platforms, ensuring that your content remains consistent and personalized for users, whether they are accessing it via a website or mobile apps.
Also, BCMS fully supports all the features of structured content. It allows for a clear definition of content pieces, ensuring that each piece of content follows a consistent structure. This structured approach makes managing any relationships between the content pieces you choose easier.
The ability to define schemas and utilize metadata enhances searchability and SEO, while modular content components ensure reusability and efficiency. This makes BCMS a perfect solution for organizations looking to maintain dynamic, responsive, and scalable content structures. | momciloo | |
1,921,246 | Backend Performance Optimization | In today’s fast-paced digital landscape, optimizing the performance of backend code is crucial for... | 0 | 2024-07-12T14:01:39 | https://dev.to/sammi_mak_d80a57468774173/backend-performance-optimization-2nik | In today’s fast-paced digital landscape, optimizing the performance of backend code is crucial for delivering a seamless and efficient user experience. As the number of users/requests of an application increases, it becomes important that it maintains its performance.
Whether you’re developing a web application, an API, or a complex system, taking a proactive approach to performance tuning can significantly enhance speed, scalability, and overall efficiency. In this article, we will explore effective strategies and best practices to approach performance tuning and optimize backend code, enabling you to unlock the full potential of your application.
1.Query Optimization
Make database queries more efficient using one of these ways:
- Use only indexed columns in a query.
Optimize database performance by creating appropriate indexes for frequently accessed fields and queries. Indexes improve search and retrieval efficiency, reducing the time taken to fetch data from the database.
- Make fewer database calls by using joins when advantageous.
Analyze and optimize database queries to minimize the number of operations and reduce query execution time. Techniques such as query rewriting, denormalization, and using database-specific optimization features can significantly improve performance.
- Use a query cache to avoid making duplicate queries.
Implement caching mechanisms to store frequently accessed data in memory, reducing the need for repeated database queries. Utilize technologies like Redis or Memcached to cache data effectively and enhance response times.
2.Code Optimization Techniques
Well-optimized code not only runs faster but also consumes fewer resources, making it a fundamental aspect of software development:
- Algorithmic Efficiency: Evaluate the algorithms and data structures used in your backend code. Optimize them for efficiency by choosing algorithms with lower time complexity and minimizing unnecessary iterations or operations.
- Resource Management: Efficiently manage resources like CPU, memory, and disk I/O. Avoid memory leaks, use connection pooling, and optimize file handling operations to minimize resource consumption and improve overall performance.
- Asynchronous Processing: Leverage asynchronous programming techniques and frameworks to handle tasks concurrently. Offloading time-consuming or blocking operations to background threads or processes can enhance responsiveness and scalability.
3.Continuous Optimization
Focuss on the optimization always:
- Integrate performance testing into your development lifecycle as a regular practice. Test and optimize code performance with every new feature or major code change to ensure continuous improvement.
- Continuously monitor the performance of your backend code in production and gather user feedback. Actively address performance issues reported by users and utilize their experiences to guide optimization efforts.
Conclusions:
Optimizing backend code for speed and efficiency requires a systematic approach, utilizing profiling, monitoring, database optimization, code-level improvements, and thorough performance testing.
Stay committed to continuous optimization, monitor performance metrics, and embrace a data-driven mindset to unlock the full potential of your backend code.
| sammi_mak_d80a57468774173 | |
1,921,247 | Docker Compose Develop Watch and Syncing Files from the Host Container to a Service | This thread has helped me better understand the "develop" behavior with Docker Compose The Docker... | 0 | 2024-07-12T14:02:19 | https://dev.to/rudolfolah/docker-compose-develop-watch-and-syncing-files-from-the-host-container-to-a-service-18hh | docker, containers, development, productivity | [This thread has helped me better understand the "develop" behavior with Docker Compose](https://github.com/docker/compose/issues/11102)
[The Docker Compose documentation of "Example 1" in "Use Compose Watch"](https://docs.docker.com/compose/file-watch/#example-1) does a pretty good job explaining things. Perhaps part of it should be added to [the Compose File - Develop page](https://docs.docker.com/compose/compose-file/develop/) instead of hidden by links?
>After the service is up, the watch mode starts monitoring the target directories and files. Then, whenever a source file in the web/ directory is changed, Compose syncs the file to the corresponding location under /src/web inside the container. For example, ./web/App.jsx is copied to /src/web/App.jsx.
>
>Once copied, the bundler updates the running application without a restart.
>
>Unlike source code files, adding a new dependency can’t be done on-the-fly, so whenever package.json is changed, Compose rebuilds the image and recreates the web service container.
This appears to be the ideal process:
1. build the image with the current state of files copied into it
run compose with watch
2. whenever a file changes, rebuild the image so it has the updated state of files within it
Alternatively, outside of Docker Compose for syncing files (and based on the suggestions in the thread):
1. build the image with the current state of files copied into it (use a "watch" or "reload" command built into whatever app you're running)
2. run compose (do not use develop or watch)
3. run `docker compose cp ./src app:/src`
this should trigger the watch/reload command within the container
Another option is to build a base image that *does not* include source code and *only* builds an environment in which the source code can be built or run. Then, a volume can be mounted into the container with the latest source code from the host environment, and the code can be run.
Something like this:
1. build the image with the environment
2. run compose with a volume mounted
3. run the steps in the container to build/run the source
It all depends on your developer workflow and what is understandable and can be used daily with minimal disruption to [the developer feedback loop](https://medium.com/hootsuite-engineering/optimizing-the-feedback-loop-a-key-to-great-developer-productivity-f567c4e80c80).
Things to consider:
- how often are dependencies changing? should they be re-installed within the container or should the image be rebuilt (since one of the steps is installing dependencies)?
- is there a "watch" or "reload" command that reloads your app based on files changes?
- how much time does it take to rebuild the image? is it acceptable to yourself and to your team to wait for a rebuild on every set of source code changes? does it slow the developer feedback loop too much? | rudolfolah |
1,921,248 | BitPower Loop - Helping you step into the door of future energy | As global energy demand continues to grow, people's demand for renewable energy and energy management... | 0 | 2024-07-12T14:03:11 | https://dev.to/_27d27a660816b4b00a62d/bitpower-loop-helping-you-step-into-the-door-of-future-energy-4kno | As global energy demand continues to grow, people's demand for renewable energy and energy management is also increasing. In this era of pursuing sustainable development, BitPower Loop came into being. As a revolutionary energy solution, it is not only a product, but also a new paradigm of energy self-management.
What is BitPower Loop?
BitPower Loop is an intelligent energy management system based on blockchain technology, designed to optimize energy production, storage and consumption. It integrates advanced artificial intelligence algorithms to monitor and adjust energy flows in real time, thereby improving energy efficiency and reducing energy costs.
Key features:
Intelligent optimization: Through real-time data analysis and prediction, BitPower Loop can intelligently optimize the distribution and use of energy to ensure the best results under different needs.
Safe and reliable: Based on blockchain-based distributed ledger technology, it ensures the transparency and security of energy data and prevents data tampering and improper access.
Environmentally friendly: BitPower Loop encourages and optimizes the use of renewable energy, minimizes the impact on the environment, and helps create a green and sustainable energy future.
User-friendly: The easy-to-use interface and intelligent operation allow users to easily manage and monitor their energy consumption and production.
Applicable scenarios:
BitPower Loop is suitable for energy systems of all sizes, including personal homes, commercial buildings, and industrial production environments. Whether you want to reduce your energy bills or improve energy efficiency, BitPower Loop can tailor the best solution for you.
Conclusion:
With the continuous advancement of energy technology and the pursuit of sustainable development by society, BitPower Loop, as a forward-looking energy management platform, will continue to lead the innovation and development of the industry. Choosing BitPower Loop, you not only choose a new way of efficient energy management, but also contribute to sustainable development.
Under the leadership of BitPower Loop, let us move towards a cleaner and more efficient energy future together!
As global energy demand continues to grow, people's demand for renewable energy and energy management is also increasing. In this era of pursuing sustainable development, BitPower Loop came into being. As a revolutionary energy solution, it is not only a product, but also a new paradigm of energy self-management.
What is BitPower Loop?
BitPower Loop is an intelligent energy management system based on blockchain technology, designed to optimize energy production, storage and consumption. It integrates advanced artificial intelligence algorithms to monitor and adjust energy flows in real time, thereby improving energy efficiency and reducing energy costs.
Key features:
Intelligent optimization: Through real-time data analysis and prediction, BitPower Loop can intelligently optimize the distribution and use of energy to ensure the best results under different needs.
Safe and reliable: Based on blockchain-based distributed ledger technology, it ensures the transparency and security of energy data and prevents data tampering and improper access.
Environmentally friendly: BitPower Loop encourages and optimizes the use of renewable energy, minimizes the impact on the environment, and helps create a green and sustainable energy future.
User-friendly: The easy-to-use interface and intelligent operation allow users to easily manage and monitor their energy consumption and production.
Applicable scenarios:
BitPower Loop is suitable for energy systems of all sizes, including personal homes, commercial buildings, and industrial production environments. Whether you want to reduce your energy bills or improve energy efficiency, BitPower Loop can tailor the best solution for you.
Conclusion:
With the continuous advancement of energy technology and the pursuit of sustainable development by society, BitPower Loop, as a forward-looking energy management platform, will continue to lead the innovation and development of the industry. Choosing BitPower Loop, you not only choose a new way of efficient energy management, but also contribute to sustainable development.@BitPower Loop
Under the leadership of BitPower Loop, let us move towards a cleaner and more efficient energy future together! | _27d27a660816b4b00a62d | |
1,921,249 | Centralized Crypto Exchange Security | Introduction The realm of cryptocurrency has expanded exponentially over the past... | 27,673 | 2024-07-12T14:05:33 | https://dev.to/rapidinnovation/centralized-crypto-exchange-security-37kk | ## Introduction
The realm of cryptocurrency has expanded exponentially over the past decade,
introducing a new paradigm of financial transactions and investment
opportunities. At the heart of this digital financial revolution are
cryptocurrency exchanges—platforms where users can buy, sell, or trade
cryptocurrencies. These exchanges are pivotal for the liquidity and
accessibility of cryptocurrencies, serving as the primary gateways for both
novice investors and seasoned traders to enter the crypto market.
## What is a Centralized Crypto Exchange?
A centralized cryptocurrency exchange (CEX) is a platform where users can buy,
sell, or trade cryptocurrencies using different fiat currencies or other
digital assets. Unlike decentralized platforms, centralized exchanges are
managed by a specific company or organization that maintains full control over
all transactions. This setup allows for enhanced security, faster transaction
speeds, and more straightforward user interfaces, which are appealing to both
novice and experienced traders.
## Types of Security Measures for Centralized Exchanges
Centralized exchanges are pivotal in the cryptocurrency market, acting as
intermediaries for trading digital assets. Due to their role, they are
frequent targets for various security threats, necessitating robust security
measures to protect user assets and maintain trust.
### Physical Security
Physical security is crucial for centralized exchanges, as it prevents
unauthorized physical access to the infrastructure handling millions of
transactions. This includes securing data centers, server rooms, and any
physical hardware against theft, tampering, and natural disasters.
### Cybersecurity
Cybersecurity is another critical aspect of protecting centralized exchanges.
These platforms are often targets of cyberattacks such as DDoS attacks,
phishing, and more sophisticated threats like ransomware or social engineering
attacks.
Encryption is a fundamental security measure that protects data by
transforming it into a secure format that can only be read or processed after
it has been decrypted.
Two-factor authentication (2FA) is a security process in which users provide
two different authentication factors to verify themselves. This method is a
significant enhancement over single-factor authentication.
Phishing attacks are a prevalent form of cybercrime where attackers trick
individuals into providing sensitive data such as usernames, passwords, and
credit card details by masquerading as a trustworthy entity in electronic
communications.
## Challenges in Securing Centralized Exchanges
Centralized cryptocurrency exchanges play a pivotal role in the digital asset
ecosystem, facilitating the trading of billions of dollars in cryptocurrencies
daily. However, securing these platforms presents unique challenges that must
be continuously addressed to protect user assets and maintain trust.
### Scalability vs. Security Trade-offs
One of the primary challenges faced by centralized exchanges is balancing
scalability with security. As the user base and transaction volume of an
exchange grow, the platform must scale its infrastructure to accommodate this
growth.
### Insider Threats
Insider threats are another significant security challenge for centralized
exchanges. These threats come from individuals within the organization who
might exploit their access to sensitive information or systems for personal
gain or to cause damage to the exchange.
### Regulatory Compliance Issues
Regulatory compliance issues are a significant concern for businesses across
various industries, particularly those dealing with sensitive information,
such as healthcare, finance, and personal data.
## Benefits of Robust Security Measures
Implementing robust security measures is not only a technical necessity but
also a strategic advantage, particularly in terms of increasing user trust and
adoption.
### Increased User Trust and Adoption
Implementing robust security measures is not only a technical necessity but
also a strategic advantage, particularly in terms of increasing user trust and
adoption.
### Prevention of Financial Losses
Preventing financial losses in centralized crypto exchanges is crucial for
maintaining the trust and sustainability of these platforms. Financial losses
can occur due to various reasons including hacking, fraud, and operational
mismanagement.
### Compliance with Global Standards
Compliance with global standards is essential for centralized crypto exchanges
to operate legally and maintain a good reputation. These standards typically
involve anti-money laundering (AML) procedures, know your customer (KYC)
policies, and the adherence to international financial regulations.
## How to Implement Security in Centralized Crypto Exchanges
Implementing robust security in centralized crypto exchanges is vital to
protect assets and maintain user trust. The first step is to establish a
comprehensive security framework that includes both physical and cyber
security measures.
### Initial Assessment and Risk Analysis
The initial assessment and risk analysis are crucial first steps in the
development of a robust security strategy for any organization. This phase
involves a comprehensive evaluation of the existing security posture and the
identification of potential vulnerabilities that could be exploited by cyber
threats.
### Integrating Advanced Security Technologies
In today's rapidly evolving cyber threat landscape, integrating advanced
security technologies is essential for protecting sensitive information and
maintaining business continuity.
Blockchain technology is renowned for its robust security features, primarily
due to its decentralized nature and cryptographic algorithms. However, as the
adoption of blockchain increases, so does the need for specialized monitoring
tools to ensure the integrity and security of blockchain networks.
AI-driven anomaly detection systems are pivotal in identifying unusual
patterns or outliers in data that could indicate potential threats or errors.
These systems leverage various machine learning algorithms to analyze vast
amounts of data in real-time, providing a proactive approach to security and
operational efficiency.
### Continuous Monitoring and Updating
Continuous monitoring and updating are essential components of modern IT
strategies, particularly in managing software systems and network security.
This approach ensures that systems are always up-to-date with the latest
security patches and software updates, thereby reducing vulnerabilities.
## Real-World Examples
Real-world examples of technology application provide concrete evidence of its
potential and effectiveness. For instance, in the healthcare sector, AI has
revolutionized patient care through predictive analytics and personalized
medicine.
### Case Study of a Secure Centralized Exchange
One notable example of a secure centralized exchange is Coinbase, which has
established a reputation for prioritizing security and trustworthiness in the
volatile world of cryptocurrency trading.
### Lessons Learned from Past Security Breaches
The history of cryptocurrency exchanges is fraught with numerous security
breaches, each providing valuable lessons for the industry. One of the most
infamous incidents was the Mt. Gox hack in 2014, where approximately 850,000
bitcoins were stolen, leading to the exchange's eventual bankruptcy.
## Future Trends in Crypto Exchange Security
As the cryptocurrency market continues to evolve, so too do the strategies for
securing exchanges. Future trends in crypto exchange security are likely to
focus on the integration of more advanced technologies like artificial
intelligence (AI) and machine learning (ML) to detect and prevent suspicious
activities automatically.
### The Role of Artificial Intelligence
Artificial Intelligence (AI) is increasingly becoming a cornerstone in various
sectors, including healthcare, finance, and cybersecurity. In cybersecurity,
AI's role is pivotal in enhancing security protocols, analyzing vast amounts
of data for potential threats, and automating complex processes.
### Adoption of Quantum-Resistant Algorithms
As quantum computing advances, the threat it poses to current cryptographic
standards becomes more significant. Quantum computers have the potential to
break many of the cryptographic algorithms currently in use, which would
compromise the security of digital communications and data.
## Why Choose Rapid Innovation for Implementation and Development
In today’s fast-paced technological landscape, rapid innovation is not just
beneficial but essential for staying competitive. Rapid innovation allows
companies to quickly adapt to changes in the market and technology, thereby
maintaining their relevance and edge.
### Expertise in Blockchain and AI Technologies
Blockchain and artificial intelligence (AI) are two of the most revolutionary
technologies in the modern digital landscape. Companies that specialize in
these technologies offer a range of solutions from enhancing cybersecurity to
optimizing operations and creating new business models.
### Proven Track Record in Secure Exchange Development
Developing secure digital exchanges is critical, especially in fields like
finance and data trading where sensitive information and assets are involved.
Companies with a proven track record in this area often employ advanced
security measures such as end-to-end encryption, multi-factor authentication,
and continuous security audits to protect against unauthorized access and
cyber threats.
### Comprehensive Support and Maintenance Services
After the deployment of any technology solution, ongoing support and
maintenance become crucial to ensure its continuous operation and relevance.
Companies that offer comprehensive support and maintenance services focus on
not just resolving immediate issues but also on proactive measures to prevent
potential problems.
## Conclusion
### Summary of Key Points
Throughout the discussion on centralized exchanges, several key points have
been highlighted that underscore their pivotal role in the cryptocurrency
ecosystem. Centralized exchanges serve as the primary access points for both
new and seasoned investors looking to trade digital assets.
### The Critical Role of Security in the Success of Centralized Exchanges
Security remains a paramount concern in the success and longevity of
centralized exchanges. The centralized nature of these platforms often makes
them attractive targets for cyberattacks, as evidenced by several high-profile
security breaches over the years.
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## URLs
* <http://www.rapidinnovation.io/post/how-to-secure-centralized-crypto-exchange-development-solutions>
## Hashtags
#CryptoSecurity
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#BlockchainTech
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| rapidinnovation | |
1,921,251 | Experience the powerful charm of BitPower Loop | In today's rapidly developing technological era, finding efficient, reliable and innovative solutions... | 0 | 2024-07-12T14:07:34 | https://dev.to/asdasda_6f1402a25f086fd1/experience-the-powerful-charm-of-bitpower-loop-5759 | In today's rapidly developing technological era, finding efficient, reliable and innovative solutions has become a common pursuit of enterprises and individuals. BitPower Loop came into being under this background and is committed to providing users with excellent services and unparalleled experience.
What is BitPower Loop?
BitPower Loop is a new, intelligent energy management system designed to optimize energy use, improve energy efficiency and reduce costs. Whether it is an enterprise or an individual user, BitPower Loop can provide customized solutions to help users achieve modern and intelligent energy management.
core advantages
1. Intelligent monitoring and analysis
BitPower Loop is equipped with advanced sensors and monitoring equipment to track and record energy usage in real time. Through powerful data analysis functions, users can clearly understand energy usage patterns and detect abnormalities in time, so that they can take appropriate measures to avoid energy waste.
2. Energy saving and consumption reduction
By optimizing energy distribution and usage strategies, BitPower Loop helps users significantly reduce energy consumption and expenses. This not only helps enterprises improve economic benefits, but also reduces carbon emissions and contributes to environmental protection.
3. Customized solutions
Each user's energy needs and usage are different, and BitPower Loop provides flexible customized services to meet users' individual needs. Whether you are a large enterprise, commercial institution, or home user, you can find a solution that suits you.
4. Convenient operation
The user interface of BitPower Loop is simple and friendly, even users without technical background can easily get started. The system supports remote operation and monitoring, allowing users to monitor energy usage dynamics anytime and anywhere.
scenes to be used
Enterprise energy management: Help enterprises optimize production processes, reduce operating costs, and improve energy utilization efficiency.
Smart home: Provide convenient energy management tools for home users to improve the quality of life.
Public facilities: Optimize energy use in public facilities, reduce public expenditures, and improve service quality.
User reviews
Since its launch, BitPower Loop has won the trust and praise of many users. Users generally believe that BitPower Loop not only has excellent performance, but also provides considerate services, helping them realize the modernization and intelligence of energy management.
Summarize
BitPower Loop has become a rising star in the field of energy management with its advanced technology, flexible solutions and excellent user experience. Whether you are an enterprise or an individual user, choosing BitPower Loop is a big step towards an efficient, environmentally friendly, and smart life.
Join BitPower Loop and let us embrace the new era of smart energy management together!@BitPower Loop | asdasda_6f1402a25f086fd1 | |
1,921,252 | The Sunshine Vitamin: A Comprehensive Guide to Vitamin D | Vitamin D, often referred to as the "sunshine vitamin," plays a crucial role in maintaining overall... | 0 | 2024-07-12T14:08:05 | https://dev.to/ethan_reynolds_3418d1416d/the-sunshine-vitamin-a-comprehensive-guide-to-vitamin-d-j72 | <p><a href="https://www.healthline.com/health/food-nutrition/benefits-vitamin-d">Vitamin D</a>, often referred to as the "sunshine vitamin," plays a crucial role in maintaining overall health. This fat-soluble vitamin is essential for bone health, immune function, and overall well-being. In this article, we will delve into the origins, historical uses, societal benefits, and recommended practices for incorporating vitamin D into your daily routine. Additionally, we will highlight complementary herbs, cautionary measures, and provide necessary disclaimers.</p>
<h2>What is <a href="https://www.webmd.com/vitamins/ai/ingredientmono-929/vitamin-d">Vitamin D</a>?</h2>
<p>Vitamin D is a fat-soluble vitamin that helps your body absorb calcium, promoting bone growth and health. It also supports immune, brain, and nervous system health, regulates insulin levels, and supports cardiovascular function. There are two main types of vitamin D: D2 (ergocalciferol) and D3 (cholecalciferol). While both are beneficial, vitamin D3 is more effective at raising blood levels of vitamin D.</p>
<h2>Origins and History of Vitamin D</h2>
<p>Vitamin D is unique because it can be synthesized in the skin upon exposure to sunlight. The discovery of vitamin D dates back to the early 20th century when researchers identified its role in preventing rickets, a bone-weakening disease. Historically, societies living in northern latitudes or regions with limited sunlight exposure have been particularly susceptible to vitamin D deficiency.</p>
<h2>Traditional Methods of Use</h2>
<p>Traditionally, vitamin D was obtained through sun exposure and diet. Fatty fish, liver, egg yolks, and fortified foods such as milk and cereal have been dietary sources of vitamin D. Ancient societies, including those in Scandinavia, consumed large amounts of fish liver oil to prevent deficiencies during long, sunless winters.</p>
<h2>Societal Use and Benefits</h2>
<p>Many societies have recognized the importance of vitamin D. For instance, the ancient Egyptians revered the sun and its health benefits, likely obtaining vitamin D through ample sun exposure. In the 19th century, cod liver oil became a common supplement in Europe and North America to combat rickets and other bone-related ailments.</p>
<h2>Complementary Herbs and Supplements</h2>
<p><a href="https://www.gearisle.com/okay-gummies-calcium-vitamin-d-60-cnt-cotton-candy-flavor-joint-health">When taking vitamin D, it can be beneficial to pair it with certain herbs and supplements</a> to enhance absorption and effectiveness:</p>
<ul>
<li><strong>Calcium</strong>: Vitamin D aids in calcium absorption, promoting bone health. Taking them together ensures optimal benefits.</li>
<li><strong>Magnesium</strong>: This mineral helps convert vitamin D into its active form in the body.</li>
<li><strong>Vitamin K2</strong>: Works synergistically with vitamin D to ensure calcium is directed to bones and teeth, not arteries.</li>
</ul>
<h2>Cautions and Considerations</h2>
<p>While vitamin D is essential, there are precautions to consider:</p>
<ul>
<li><strong>Over-supplementation</strong>: Excessive vitamin D intake can lead to toxicity, resulting in hypercalcemia (high calcium levels), which can cause nausea, weakness, and kidney problems.</li>
<li><strong>Medication Interactions</strong>: Vitamin D can interact with medications such as steroids, weight loss drugs, and cholesterol-lowering medications.</li>
<li><strong>Sun Exposure Risks</strong>: While sunlight is a natural source of vitamin D, excessive sun exposure without protection can increase the risk of skin cancer.</li>
</ul>
<h2>FDA and General Disclaimers</h2>
<p><strong>Disclaimer</strong>: The information provided in this article is for educational purposes only and is not intended as medical advice. Always consult with a healthcare professional before starting any new supplement regimen, especially if you have underlying health conditions or are taking other medications.</p>
<p><strong>FDA Disclaimer</strong>: These statements have not been evaluated by the Food and Drug Administration. This product is not intended to diagnose, treat, cure, or prevent any disease.</p>
<p>In conclusion, <a href="https://ods.od.nih.gov/factsheets/VitaminD-Consumer/">vitamin D</a> is a vital nutrient with a rich history and widespread societal use. By understanding its benefits, traditional sources, and how to use it safely, you can effectively incorporate this essential vitamin into your health regimen.
| ethan_reynolds_3418d1416d | |
1,921,253 | Entendendo Ponteiros | Em graduações da área de tecnologia, existem conceitos e matérias que geralmente assustam os alunos,... | 0 | 2024-07-12T14:08:50 | https://dev.to/adrielh024/entendendo-ponteiros-1n8e | c, cpp, tutorial | Em graduações da área de tecnologia, existem conceitos e matérias que geralmente assustam os alunos, alguns dos principais exemplos são matérias relacionadas a Programação Orientada a Objetos e Cálculo, outro exemplo são algumas noções mais abstratas tal como ponteiros, principalmente em C, tema deste artigo.
Diferentemente de nós, os computadores não conhecem uma determinada informação por um “rótulo” ou “nome”, e sim pelo endereço onde este dado está alocado na memória. Podemos pensar na memória como um conjunto de “células” que contém um número de bits que armazenam 0 ou 1 e que cada célula está associada a um determinado endereço onde armazena alguma informação para que os programas executados pela máquina possam acessar estes dados e os manipular.
Tendo em vista que para um programa poder usar um dado ele precisa saber de seu endereço na memória, podemos conceber o conceito de ponteiro. O ponteiro é uma variável que “aponta” para algum outro dado, é como se fosse um espaço na memória destinado a guardar o endereço de outra variável ou informação para que esta possa ser manipulada.
Mas agora vem a pergunta, qual a utilidade de um ponteiro? O ponteiro permite algumas operações mais complexas envolvendo a memória, tal como alocação dinâmica com Malloc ou a criação de estruturas de dados mais complexas, etc. Além disso, há alguns detalhes que não são tão facilmente percebidas pelos estudantes em um primeiro momento, tal como o fato de o nome de um vetor ser um ponteiro. Isto mesmo, um vetor nada mais é que um “ponteiro fixo” que aponta para uma determinada posição na memória e que nós usamos o índice para manipular de acordo com a necessidade.
Outra utilidade é a manipulação de dados por referência, por exemplo: passar uma matriz como parâmetro para outra função, permitindo que a matriz original seja modificada ao invés do valor ou objeto passado ser apenas uma cópia, algo que por exemplo ocorre no Javascript onde não há conceito de ponteiro (ao menos não explicitamente), por exemplo:
```
#include <stdio.h>
int vet [5] ={10,20,3,4};
void somadez(int * ref){
for(int i=0;i<5;i++)
ref[i]+=10;
}
int main () {
somadez(vet);
for(int i=0;i<5;i++)
printf("%i\n",vet[i]);
return 0;
}
saída:
20
30
13
14
note que quem foi alterado foi o vetor original
```
Outra utilidade não tão evidente de ponteiros, desta vez para linguagens orientadas a objeto, onde podemos, por exemplo, criar objetos dinâmicos e facilitar o trabalho com herança e polimorfismo.
Temos esse exemplo a baixo com C++:
```
#include <iostream>
using namespace std;
class Animal{
public:
virtual void som();
};
class Cachorro : public Animal{
public:
void som(){
cout << "auau";
}
};
int main () {
Animal * ClasseBase;
Cachorro ClasseFilha;
ClasseBase = &ClasseFilha;
ClasseBase->som();
//neste caso podemos usar o ponteiro para acessar métodos e atributos de uma classe derivada.
return 0;
}
```
| adrielh024 |
1,921,255 | 🚀Welcome to BitPower Loop, a new era of blockchain technology! 🎉 | BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions... | 0 | 2024-07-12T14:12:44 | https://dev.to/fg_da_e946e3e52399df4c6b1/welcome-to-bitpower-loop-a-new-era-of-blockchain-technology-2i4m |
BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions and low gas fees. We are committed to building a strong and flexible economic ecosystem through decentralized smart contract technology and a unique alliance structure. 💡
At BitPower Loop, you can enjoy unlimited income opportunities without any restrictions on the number or amount of transactions. Whether it is building an online business or by inviting new partners to join the team, the source of profit comes from the virtuous cycle of our ecosystem. 🔄
In order to accelerate the circulation of the ecosystem and increase revenue, you can also choose to increase liquidity. We provide you with a comprehensive platform that allows you to easily manage and expand your business. 📈
Join us to explore the unlimited possibilities of blockchain technology and realize your business dreams! 🌟
Follow us for more details! #BitPowerLoop | fg_da_e946e3e52399df4c6b1 | |
1,921,256 | Singly Linked List using C++ | In this C++ program, I will show you a basic singly linked list. It begins by defining a node... | 0 | 2024-07-12T14:32:23 | https://dev.to/praneshchow/singly-linked-list-using-c-5008 | cpp, linked, datastructures, algorithms | In this C++ program, I will show you a basic singly linked list. It begins by defining a `node` structure to store an integer (`data`) and a pointer to the next node (`next`).
### Node Structure Definition:
```cpp
struct node {
int data;
node* next;
};
```
data to store the integer value.
next to store the pointer to the next node in the list.
### Head Pointer Initialization:
```cpp
node* head = NULL;
```
### Create First Node:
Creates the first node and assigns its address to the head.
```cpp
node* temp1 = head;
node* temp = new node();
temp -> data = x;
temp -> next = NULL;
head = temp;
```
For each subsequent input, a new node is created and appended to the end of the list. The program uses a helper function, `print`, to display the entire list after each insertion, showcasing the current state of the list with the memory addresses of nodes and their data.
Loop to Add More Nodes:
```cpp
for (int i=0; i<n-1; i++) {
cout << "Data : ";
cin >> x;
node* temp = new node();
temp -> data = x;
temp -> next = NULL;
temp1 = head;
while(temp1->next != NULL) {
temp1 = temp1->next;
}
temp1->next = temp;
print();
}
```
Creates a new node. Finds the end of the current list. Appends the new node to the end. Then Calls the print function to display the list.
## Linked list using C++ (Full code)
```cpp
#include<bits/stdc++.h>
using namespace std;
void print();
struct node{
int data;
node* next;
};
node* head = NULL;
int main(){
int x, n;
cout << "How many data want to input: ";
cin >> n;
cout << "Input your 1st data: ";
cin >> x;
node* temp1 = head;
node* temp = new node();
temp -> data = x;
temp -> next = NULL;
head = temp;
for (int i=0; i<n-1; i++){
cout << "Data : ";
cin >> x;
node* temp = new node();
temp -> data = x;
temp -> next = NULL;
temp1=head;
while(temp1->next!=NULL){
temp1 = temp1->next;
}
temp1->next = temp;
print();
}
}
void print(){
node* temp=head;
cout << "List is :" << endl;
while (temp!=NULL){
cout << "temp: " << temp << " Data: " << temp->data << " next: " << temp->next << endl;
temp = temp-> next;
}
}
```
~ Thank You
| praneshchow |
1,921,257 | Explore the power of innovative technology: BitPower Loop | In this era of digitalization and rapid development, power management and energy efficiency have... | 0 | 2024-07-12T14:15:24 | https://dev.to/_1a641b3285c96c4d7d76d/explore-the-power-of-innovative-technology-bitpower-loop-5c5d | In this era of digitalization and rapid development, power management and energy efficiency have become particularly important. As an industry leader, BitPower Loop is redefining how we think about and manage energy. Whether you are a home user or a business user, BitPower Loop provides you with efficient, reliable and intelligent power solutions.
What is BitPower Loop?
BitPower Loop is an advanced power management system that combines Internet of Things (IoT), big data and artificial intelligence technologies. Not only is it able to monitor and manage your electricity usage, it also optimizes energy consumption through intelligent algorithms, thereby reducing electricity bills and carbon emissions.
Key features and advantages
1. Real-time monitoring
With the BitPower Loop, users can see their power consumption in real time, anywhere. The system provides detailed energy consumption reports and trend analysis to help users understand their consumption habits and adjust accordingly.
2. Intelligent optimization
BitPower Loop's intelligent algorithms automatically adjust power usage strategies based on a user's historical usage data and current price fluctuations in the electricity market, ensuring maximum performance at the lowest cost.
3. Automated management
The system can automatically detect and respond to power anomalies to avoid production interruptions or equipment damage caused by power failures. In addition, it can intelligently deploy power resources according to user-set priorities, ensuring that critical equipment is always in optimal operating condition.
4. Environmental protection and energy saving
By optimizing energy use, BitPower Loop will not only significantly reduce electricity bills, but also reduce carbon emissions and help the environmental cause. For enterprises, it is also an important means to enhance their green image and fulfill their social responsibilities.
Application field
BitPower Loop is widely used in homes, commercial buildings, industrial facilities, and public infrastructure. Whether it is intelligent management of home appliances or energy efficiency optimization of large industrial equipment, BitPower Loop provides tailor-made solutions.
Customer evaluation
Many users have already benefited greatly from BitPower Loop's innovative technology. An energy manager at a large manufacturing company said: "Since the introduction of BitPower Loop, we have reduced our energy costs by 15% and increased production efficiency by 20%. This system is not only intelligent, but also very reliable and is the key to our green transformation."
Future outlook
BitPower Loop is committed to continuous innovation and optimization to provide users with smarter and more efficient power management solutions. In the future, we will continue to lead the development of the industry and help the world achieve sustainable development goals.@BitPower Loop | _1a641b3285c96c4d7d76d | |
1,921,258 | 🌐 Discover BitPower Loop! | A revolutionary digital currency mining solution that brings new possibilities to your crypto mining... | 0 | 2024-07-12T14:15:34 | https://dev.to/dasfca_dfa_a62e0847a566b/discover-bitpower-loop-418b | bitpower, btc | A revolutionary digital currency mining solution that brings new possibilities to your crypto mining experience. Using advanced energy recovery technology, BitPower Loop not only improves efficiency but also reduces environmental impact. Join us now to explore the future of innovation!
💡 Innovative Energy Recovery: Through innovative heat recovery technology, BitPower Loop effectively utilizes energy and minimizes waste.
🔒 Safe and Reliable: Comprehensively upgraded security measures to ensure the safety of your digital assets, allowing you to mine with confidence.
🌍 Sustainable Development: We are committed to sustainable development, contributing to the environment and creating a better ecology for the future.
🚀 Join us: Join BitPower Loop now and share the exciting moments of success and innovation with miners and investors around the world!
#BitPowerLoop #DigitalCurrency #Mining #SustainableDevelopment #InnovativeTechnology | dasfca_dfa_a62e0847a566b |
1,921,259 | BitPower Loop - Helping you step into the door of future energy | As global energy demand continues to grow, people's demand for renewable energy and energy management... | 0 | 2024-07-12T14:16:04 | https://dev.to/_e216fa31c2c2e936f4bae8/bitpower-loop-helping-you-step-into-the-door-of-future-energy-57ll | As global energy demand continues to grow, people's demand for renewable energy and energy management is also increasing. In this era of pursuing sustainable development, BitPower Loop came into being. As a revolutionary energy solution, it is not only a product, but also a new paradigm of energy self-management.
What is BitPower Loop?
BitPower Loop is an intelligent energy management system based on blockchain technology, designed to optimize energy production, storage and consumption. It integrates advanced artificial intelligence algorithms to monitor and adjust energy flows in real time, thereby improving energy efficiency and reducing energy costs.
Key features:
Intelligent optimization: Through real-time data analysis and prediction, BitPower Loop can intelligently optimize the distribution and use of energy to ensure the best results under different needs.
Safe and reliable: Based on blockchain-based distributed ledger technology, it ensures the transparency and security of energy data and prevents data tampering and improper access.
Environmentally friendly: BitPower Loop encourages and optimizes the use of renewable energy, minimizes the impact on the environment, and helps create a green and sustainable energy future.
User-friendly: The easy-to-use interface and intelligent operation allow users to easily manage and monitor their energy consumption and production.
Applicable scenarios:
BitPower Loop is suitable for energy systems of all sizes, including personal homes, commercial buildings, and industrial production environments. Whether you want to reduce your energy bills or improve energy efficiency, BitPower Loop can tailor the best solution for you.
Conclusion:
With the continuous advancement of energy technology and the pursuit of sustainable development by society, BitPower Loop, as a forward-looking energy management platform, will continue to lead the innovation and development of the industry. Choosing BitPower Loop, you not only choose a new way of efficient energy management, but also contribute to sustainable development.
Under the leadership of BitPower Loop, let us move towards a cleaner and more efficient energy future together!
As global energy demand continues to grow, people's demand for renewable energy and energy management is also increasing. In this era of pursuing sustainable development, BitPower Loop came into being. As a revolutionary energy solution, it is not only a product, but also a new paradigm of energy self-management.
What is BitPower Loop?
BitPower Loop is an intelligent energy management system based on blockchain technology, designed to optimize energy production, storage and consumption. It integrates advanced artificial intelligence algorithms to monitor and adjust energy flows in real time, thereby improving energy efficiency and reducing energy costs.
Key features:
Intelligent optimization: Through real-time data analysis and prediction, BitPower Loop can intelligently optimize the distribution and use of energy to ensure the best results under different needs.
Safe and reliable: Based on blockchain-based distributed ledger technology, it ensures the transparency and security of energy data and prevents data tampering and improper access.
Environmentally friendly: BitPower Loop encourages and optimizes the use of renewable energy, minimizes the impact on the environment, and helps create a green and sustainable energy future.
User-friendly: The easy-to-use interface and intelligent operation allow users to easily manage and monitor their energy consumption and production.
Applicable scenarios:
BitPower Loop is suitable for energy systems of all sizes, including personal homes, commercial buildings, and industrial production environments. Whether you want to reduce your energy bills or improve energy efficiency, BitPower Loop can tailor the best solution for you.
Conclusion:
With the continuous advancement of energy technology and the pursuit of sustainable development by society, BitPower Loop, as a forward-looking energy management platform, will continue to lead the innovation and development of the industry. Choosing BitPower Loop, you not only choose a new way of efficient energy management, but also contribute to sustainable development.
Under the leadership of BitPower Loop, let us move towards a cleaner and more efficient energy future together!@BitPower Loop
| _e216fa31c2c2e936f4bae8 | |
1,921,260 | Mathematics for Machine Learning - Day 5 | Disclaimer Today's topic will still be split between today and tomorrow. Since you might... | 27,993 | 2024-07-12T14:27:26 | https://pourterra.com/blogs/5 | learning, machinelearning, tutorial, beginners | 
## Disclaimer
Today's topic will still be split between today and tomorrow. Since you might tell from the meme, I don't know if I'm a genius, an idiot, or that's just how math maths. Usually it's the second one.
Today we'll discuss
1. Elementary Transformations
2. An example of using _row-echelon form (REF)_ to help us find the particular and general solutions
3. A missing connection between previous discussion.
Tomorrow, I'll write about what's _row-echelon form (REF)_ even is and what's the difference between using gaussian elimination to create a upper triangle matrix. Honestly, I'm just curious because that's what REF seems to me...
## Elementary Transformation
Basically, it transforms the matrix into a simpler form without changing the result. We can transform it in a few different ways
1. Exchange of two equations (rows in the matrix representing the system of equations)
2. Multiplication or divisions of an equation (row) with a constant.
3. Addition or subtractions of two equations (rows)
### Example
#### System of equations
{% katex %}
\begin{align*}
-2x_1 + 4x_2 - 2x_3 - 1x_4 + 4x_5 &= -3 \\\
4x_1 - 8x_2 + 3x_3 - 3x_4 + 1x_5 &= 2 \\\
1x_1 - 2x_2 + 1x_3 - 1x_4 + 1x_5 &= 0 \\\
1x_1 - 2x_2 + 0x_3 - 3x_4 + 4x_5 &= a
\end{align*}
{% endkatex %}
#### Matrix-vector multiplication form
Let's divide the variables and the constants!
{% katex %}
\begin{pmatrix}
-2 & 4 & -2 & -1 & 4 \\\
4 & -8 & 3 & -3 & 1 \\\
1 & -2 & 1 & -1 & 1 \\\
1 & -2 & 0 & -3 & 4
\end{pmatrix}
\begin{pmatrix}
x_1 \\\
x_2 \\\
x_3 \\\
x_4 \\\
x_5
\end{pmatrix}
=
\begin{pmatrix}
-3 \\\
2 \\\
0 \\\
a
\end{pmatrix}
{% endkatex %}
## Augmented matrix form
Finally some new UI design of the matrix, looks more elegant this way.
{% katex %}
\left[
\begin{array}{ccccc|c}
-2 & 4 & -2 & -1 & 4 & -3 \\\
4 & -8 & 3 & -3 & 1 & 2 \\\
1 & -2 & 1 & -1 & 1 & 0 \\\
1 & -2 & 0 & -3 & 4 & a
\end{array}
\right]
{% endkatex %}
### Now what?
Now we'll transform the augmented matrix using elementary transformation to becoming a _REF_!
Before we continue, remember! R stands for row and the notation will be Rx -> Ry, which means the value of Rx will be put in row Ry. Now let's continue.
#### Swap R1 and R3
{% katex %}
\overset{R_1 \leftrightarrow R_3}{\left[
\begin{array}{ccccc|c}
1 & -2 & 1 & -1 & 1 & 0 \\\
4 & -8 & 3 & -3 & 1 & 2 \\\
-2 & 4 & -2 & -1 & 4 & -3 \\\
1 & -2 & 0 & -3 & 4 & a
\end{array}
\right]}
{% endkatex %}
#### Multiple Row Multiplication
{% katex %}
\overset{\begin{array}{l}
R_2 - 4R_1 \rightarrow R_2 \\\
R_3 + 2R_1 \rightarrow R_3 \\\
R_4 - R_1 \rightarrow R_4
\end{array}}{\left[
\begin{array}{ccccc|c}
1 & -2 & 1 & -1 & 1 & 0 \\\
0 & 0 & -1 & 1 & -3 & 2 \\\
0 & 0 & 0 & -3 & 6 & -3 \\\
0 & 0 & -1 & -2 & 3 & a
\end{array}
\right]}
{% endkatex %}
#### Subtract R4 with R2 and R3
{% katex %}
\overset{R_4 - R_2 - R_3 \rightarrow R_4}{\left[
\begin{array}{ccccc|c}
1 & -2 & 1 & -1 & 1 & 0 \\\
0 & 0 & -1 & 1 & -3 & 2 \\\
0 & 0 & 0 & -3 & 6 & -3 \\\
0 & 0 & 0 & 0 & 0 & a - 2 + 3
\end{array}
\right]}
{% endkatex %}
#### Scaling
{% katex %}
\overset{\begin{array}{l}
-R_2 \rightarrow R_2 \\\
-\frac{1}{3}R_3 \rightarrow R_3
\end{array}}{\left[
\begin{array}{ccccc|c}
1 & -2 & 1 & -1 & 1 & 0 \\\
0 & 0 & 1 & -1 & 3 & -2 \\\
0 & 0 & 0 & 1 & -2 & 1 \\\
0 & 0 & 0 & 0 & 0 & a + 1
\end{array}
\right]}
{% endkatex %}
---
### Okay Terra, you made me read all of this complex mumbo jumbo, what do I do now?
First off, you need to relax. Secondly, Given that a+1 = 0 we can create a solution for `a = -1`!
But... I need to confess, the authors didn't provide a step by step solution to their answers :( But I did create one for my solution :D so you be the judge if I'm correct or not by proving it yourselves as well!
#### Particular solution
Remember on the previous chapter we used a type of identity matrix? well, there isn't one here and since on the pages I'm reading on didn't have the steps and only the solution, I'll show you know I did it :D
##### Find Ax = B
{% katex %}
B = \begin{pmatrix}
0 \\\
-2 \\\
1 \\\
0
\end{pmatrix}
{% endkatex %}
and assume that:
{% katex %}
x_1 = a \\\
x_2 = b \\\
x_3 = c \\\
x_4 = d \\\
x_5 = e
{% endkatex %}
We can split the result to form an equation like this, where each x is associated to a specific column.
{% katex %}
\begin{pmatrix}
0 \\\
-2 \\\
1 \\\
0
\end{pmatrix} = a
\begin{pmatrix}
1 \\\
0 \\\
0 \\\
0
\end{pmatrix} + b
\begin{pmatrix}
-2 \\\
0 \\\
0 \\\
0
\end{pmatrix} + c
\begin{pmatrix}
1 \\\
1 \\\
0 \\\
0
\end{pmatrix} + \underbrace{d
\begin{pmatrix}
-1 \\\
-1 \\\
1 \\\
0
\end{pmatrix} + e
\begin{pmatrix}
1 \\\
-3 \\\
-2 \\\
0
\end{pmatrix}}_{\text{Let's focus on this part}}
{% endkatex %}
##### Let's assume that d and e are equal to 1 and add both of these to see what we get
{% katex %}
1
\begin{pmatrix}
-1 \\\
-1 \\\
1 \\\
0
\end{pmatrix} + 1
\begin{pmatrix}
1 \\\
-3 \\\
-2 \\\
0
\end{pmatrix} =
\begin{pmatrix}
0 \\\
2 \\\
-1 \\\
0
\end{pmatrix}
{% endkatex %}
Notice that the result of adding these result in the negative value of the result we're searching for?
{% katex %}
\begin{pmatrix}
0 \\\
2 \\\
-1 \\\
0
\end{pmatrix} = -1
\begin{pmatrix}
0 \\\
-2 \\\
1 \\\
0
\end{pmatrix}
{% endkatex %}
##### Finding d and e
Assume:
{% katex %}
x = \begin{pmatrix}
-1 \\\
-1 \\\
1 \\\
0
\end{pmatrix}
{% endkatex %}
and
{% katex %}
y = \begin{pmatrix}
1 \\\
-3 \\\
-2 \\\
0
\end{pmatrix}
{% endkatex %}
Given:
{% katex %}
dx + ey = -(x + y)
{% endkatex %}
{% katex %}
dx + x + ey + y = 0
{% endkatex %}
{% katex %}
x(d+1) + y(e+1) = 0
{% endkatex %}
Since we know that x and y are not zero, the only way to fulfill this equation is by having (d+1) and (e+1) = 0.
So, both
{% katex %}
d = -1 \quad \text{and} \quad e = -1
{% endkatex %}
#### Particular Solution Result
Great! now we can conclude that the particular solution is:
{% katex %}
x \text{ (My answer)} = \begin{pmatrix}
0 \\\
0 \\\
0 \\\
-1 \\\
-1
\end{pmatrix}
{% endkatex %}
Though... there's a small caveat. This isn't the author's answer, it's mine, I tried finding the solution in the sentences or maybe I slipped a page or two, but I think it's after going in-depth to _row echelon form_ first, so I'm not sure about the method used to solve it.
{% katex %}
x \text{ (Author's answer)} = \begin{pmatrix}
2 \\\
0 \\\
-1 \\\
1 \\\
0
\end{pmatrix}
{% endkatex %}
#### General Solutions
I won't go into depth in this one, considering I also got the answer of Ax = 0 different. For more context, I'm using the same method as the yesterday with the lambda is from column 4 and column 5 (Since only those two contain the most non-zero column) and the column will become -1.
I'm really not sure if this is just math being math or I'm doing something wrong!
##### My answer
{% katex %}
\left\( x \in \mathbb{R}^5 \mid x =
\begin{pmatrix}
0 \\\
0 \\\
0 \\\
-1 \\\
-1
\end{pmatrix} + \lambda_1
\begin{pmatrix}
1 \\\
0 \\\
-\frac{5
}{2} \\\
0 \\\
\frac{1}{2}
\end{pmatrix} + \lambda_2
\begin{pmatrix}
-2 \\\
0 \\\
5 \\\
2 \\\
-1
\end{pmatrix}, \; \lambda_1, \lambda_2 \in \mathbb{R} \right\)
{% endkatex %}
##### Author's answer
{% katex %}
\left\( x \in \mathbb{R}^5 \mid x =
\begin{pmatrix}
2 \\\
0 \\\
-1 \\\
1 \\\
0
\end{pmatrix} + \lambda_1
\begin{pmatrix}
2 \\\
1 \\\
0 \\\
0 \\\
0
\end{pmatrix} + \lambda_2
\begin{pmatrix}
2 \\\
0 \\\
-1 \\\
2 \\\
1
\end{pmatrix}, \; \lambda_1, \lambda_2 \in \mathbb{R} \right\)
{% endkatex %}
### Ending note:
That's the end, I spent too much time racking my brain about the answer and might as well post it since I might get an answer on what kind of behavior is this.
---
## Acknowledgement
I can't overstate this: I'm truly grateful for this book being open-sourced for everyone. Many people will be able to learn and understand machine learning on a fundamental level. Whether changing careers, demystifying AI, or just learning in general, this book offers immense value even for _fledgling composer_ such as myself. So, Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong, thank you for this book.
Source:
Deisenroth, M. P., Faisal, A. A., & Ong, C. S. (2020). Mathematics for Machine Learning. Cambridge: Cambridge University Press.
https://mml-book.com | pourlehommes |
1,921,261 | Telegram采集附近人,Telegram拉群助手,Telegram行销助手 | Telegram采集附近人,Telegram拉群助手,Telegram行销助手 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T14:19:21 | https://dev.to/exzf_rwwg_508af768adcaaa2/telegramcai-ji-fu-jin-ren-telegramla-qun-zhu-shou-telegramxing-xiao-zhu-shou-3ige |
Telegram采集附近人,Telegram拉群助手,Telegram行销助手
了解相关软件请登录 http://www.vst.tw
在Telegram这款广受欢迎的即时通讯应用中,用户不仅可以与全球各地的朋友保持联系,还能利用其独特的“附近的人”功能,发现周围的Telegram用户。通过开启该功能,用户可以浏览到与自己地理位置相近的其他Telegram用户,从而扩大社交圈,结识新朋友。
然而,在使用“附近的人”功能时,用户需要注意保护个人隐私和安全。首先,避免在公共场合透露过多个人信息,如家庭住址、工作单位等敏感信息。其次,谨慎与陌生人交流,避免陷入网络诈骗或其他不良行为。最后,定期检查和更新账户安全设置,确保账户安全。
总之,Telegram的“附近的人”功能为用户提供了更多社交机会,但用户在使用时也需保持警惕,确保个人信息安全。
了解相关软件请登录 http://www.vst.tw
Tag:Telegram营销机器人,Telegram营销软件,Telegram引流软件,Telegram获取软件,Telegram加粉软件,Telegram群控机器人,Telegram群控软件,Telegram群控群控,Telegram群控专家,Telegram群控大师机器人,Telegram群控推广软件,Telegram群控引流工具,Telegram营销大师,Telegram推广专家
| exzf_rwwg_508af768adcaaa2 | |
1,921,262 | React Native QR Code Reader / QR Code Scanner July 2024 | I tired a different way to implement qr code reading functionality and I want to share it with you.... | 0 | 2024-07-12T14:30:24 | https://dev.to/raguram90/react-native-qr-code-reader-qr-code-scanner-july-2024-2i7h | react, reactnative, android, ios | I tired a different way to implement qr code reading functionality and I want to share it with you. Since the general approach of using `react-native-qrcode-scanner` package not updated recently or not maintained I went to try out this **react-native-vision-camera** package.
## Package
```
yarn add react-native-vector-icons
yarn add react-native-vision-camera
```
### iOS
```
cd ios && pod install
```
info.plist
```
<key>NSCameraUsageDescription</key>
<string>$(PRODUCT_NAME) needs access to your Camera.</string>
```
### Android
AndroidManifest.xml
```xml
<uses-permission android:name="android.permission.CAMERA" />
```
gradle.properties
```java
VisionCamera_enableCodeScanner=true
```
## HomePage
```javascript
import React, { useState } from "react";
import {
StyleSheet,
Text,
View,
TouchableOpacity,
Dimensions,
} from "react-native";
import Ionicons from "react-native-vector-icons/Ionicons";
import QRScanner from "./qrScanner";
const dWidth = Dimensions.get("window").width;
const clr1 = "mediumseagreen";
const ScanQRPage = () => {
const [showQR, setShowQR] = useState(false);
const [qrCode, setQrCode] = useState("");
const openQRscanner = () => {
setShowQR(true);
};
const onQrRead = (qrtext) => {
setQrCode(qrtext);
setShowQR(false);
};
return (
<View style={styles.page}>
{qrCode ? (
<Text style={{ fontSize: 16, color: "black" }}>
{"QR Value \n" + qrCode}
</Text>
) : null}
<Ionicons
name={"scan-circle-outline"}
size={qrCode ? dWidth * 0.4 : dWidth * 0.75}
color={clr1}
/>
<TouchableOpacity onPress={() => openQRscanner()} style={styles.btn}>
<Text style={{ color: clr1 }}>Scan QR</Text>
</TouchableOpacity>
{showQR ? <QRScanner onRead={onQrRead} /> : null}
</View>
);
};
export default ScanQRPage;
const styles = StyleSheet.create({
page: {
flex: 1,
backgroundColor: "white",
alignItems: "center",
justifyContent: "space-evenly",
},
btn: {
backgroundColor: "transparent",
alignItems: "center",
borderRadius: 10,
paddingVertical: "3%",
width: "50%",
borderWidth: 2,
borderColor: clr1,
},
btnText: {
color: clr1,
},
});
```

## QR Scanner / Reader Component
```javascript
import React, { useState, useEffect } from "react";
import { StyleSheet, Text, TouchableOpacity, View } from "react-native";
import {
Camera,
useCameraDevice,
useCodeScanner,
} from "react-native-vision-camera";
import Ionicons from "react-native-vector-icons/Ionicons";
const QRScanner = (props) => {
const [hasPermission, setHasPermission] = useState(false);
const [refresh, setRefresh] = useState(false);
const device = useCameraDevice("back");
const codeScanner = useCodeScanner({
codeTypes: ["qr"],
onCodeScanned: (codes) => {
console.log(`onCodeScanned `, codes);
console.log(`onCodeScanned value`, codes[0].value);
props.onRead(codes[0].value);
},
});
useEffect(() => {
// exception case
setRefresh(!refresh);
}, [device, hasPermission]);
useEffect(() => {
const requestCameraPermission = async () => {
const permission = await Camera.requestCameraPermission();
console.log("Camera.requestCameraPermission ", permission);
setHasPermission(permission === "granted");
};
requestCameraPermission();
//if it is idle for 15 secs, it will be closed
setTimeout(() => {
props.onRead(null);
}, 15 * 1000);
}, []);
if (device == null || !hasPermission) {
return (
<View style={styles.page2}>
<Text style={{ backgroundColor: "white" }}>
Camera not available or not permitted
</Text>
</View>
);
}
return (
<View style={styles.page2}>
<Camera
codeScanner={codeScanner}
style={StyleSheet.absoluteFill}
device={device}
isActive={true}
/>
<View style={styles.backHeader}>
<TouchableOpacity
style={{ padding: 10 }}
onPress={() => {
props.onRead(null);
}}
>
<Ionicons name={"arrow-back-outline"} size={25} color={"snow"} />
</TouchableOpacity>
</View>
<View style={styles.footer}>
<TouchableOpacity
style={{
paddingVertical: 8,
paddingHorizontal: 10,
borderWidth: 1,
borderRadius: 5,
borderColor: "snow",
alignItems: "center",
}}
onPress={() => {
props.onRead(null);
}}
>
<Text style={{ color: "snow", fontSize: 14 }}>Close</Text>
</TouchableOpacity>
</View>
</View>
);
};
export default QRScanner;
const styles = StyleSheet.create({
page2: {
flex: 1,
position: "absolute",
top: 0,
width: 0,
height: "100%",
width: "100%",
alignItems: "center",
justifyContent: "center",
},
backHeader: {
backgroundColor: "#00000090",
position: "absolute",
top: 0,
left: 0,
right: 0,
padding: "2%",
height: "5%",
width: "100%",
alignItems: "flex-start",
justifyContent: "center",
},
footer: {
backgroundColor: "#00000090",
position: "absolute",
bottom: 0,
left: 0,
right: 0,
padding: "10%",
height: "20%",
width: "100%",
alignItems: "center",
justifyContent: "center",
},
});
```

On Success

Thank you. Source is [here](https://gist.github.com/RaguRam1991/c607192c658cc670315ca50ce49a2aad)
Tags: react, react-native, android, ios, qrcode, qrscan, qrread, mobile
| raguram90 |
1,921,263 | Telegram商海客营销,Telegram改资料软件,Telegram营销机器人 | Telegram商海客营销,Telegram改资料软件,Telegram营销机器人 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T14:22:03 | https://dev.to/otid_alve_e5bd34391bb3fee/telegramshang-hai-ke-ying-xiao-telegramgai-zi-liao-ruan-jian-telegramying-xiao-ji-qi-ren-1f0b |
Telegram商海客营销,Telegram改资料软件,Telegram营销机器人
了解相关软件请登录 http://www.vst.tw
在当今数字化时代,社交媒体平台的崛起改变了商业营销的面貌,其中Telegram作为一个全球性的即时通讯应用,不仅仅是个人交流的工具,也逐渐成为了企业营销的重要平台之一。本文将探讨Telegram在商业营销中的应用以及其优势。
Telegram在商业营销中的应用
1. 直接沟通和客户服务
Telegram提供了即时通讯的功能,企业可以通过创建公共频道或私密聊天与客户直接互动。这种直接的沟通方式不仅有助于建立客户关系,还可以快速响应客户的问题和需求,提升客户满意度和忠诚度。
2. 信息推送和内容营销
通过Telegram频道,企业可以定期推送最新的产品信息、促销活动、行业资讯等内容。这种方式可以帮助企业建立品牌声誉,吸引和保持用户的注意力,从而增加销售和转化率。
3. 社群建设和用户参与
Telegram群组是用户互动和参与的重要场所。企业可以通过创建群组或加入相关群组,与潜在客户和现有客户进行交流和讨论。在群组中,企业可以进行市场调研、产品测试、客户反馈收集等活动,有效地提升品牌的市场竞争力。
4. 机器人应用和自动化服务
Telegram支持机器人应用的开发,企业可以利用机器人提供自动化的客户服务、订单处理、信息查询等功能。这不仅可以提升工作效率,还可以为客户提供更加便捷和即时的服务体验。
Telegram的优势
全球覆盖和多平台支持,Telegram作为一个跨国的通讯平台,可以覆盖全球各地的用户,无论是在哪个国家或地区,企业都可以通过Telegram触达到目标受众。
安全和隐私保护,Telegram提供端到端的加密通讯,保障用户和企业的信息安全,这使得用户更愿意在Telegram上与企业进行沟通和交流。
灵活的互动方式,通过频道、群组和机器人,Telegram提供了多样化的互动方式,使得企业可以根据自身的需求和策略来选择合适的营销手段,灵活应对市场变化。
结语
综上所述,Telegram作为一个强大的社交媒体平台,在商业营销中展现出了巨大的潜力和优势。通过其直接沟通、信息推送、社群建设和机器人应用等功能,企业可以实现更加精准和有效的营销策略,提升品牌影响力和市场竞争力。随着数字化营销的发展,Telegram无疑将继续在商业领域中扮演着重要角色。
了解相关软件请登录 http://www.vst.tw
Tag:Telegram营销机器人,Telegram营销软件,Telegram引流软件,Telegram获取软件,Telegram加粉软件,Telegram群控机器人,Telegram群控软件,Telegram群控群控,Telegram群控专家,Telegram群控大师机器人,Telegram群控推广软件,Telegram群控引流工具,Telegram营销大师,Telegram推广专家
| otid_alve_e5bd34391bb3fee | |
1,921,264 | 5 VS CODE EXTENSIONS I USE DAILY ! | Guys, I think this is my 5th VS code extension post if I am right. Ok, basically one of my highest... | 0 | 2024-07-12T14:22:16 | https://dev.to/mince/5-vs-code-extensions-i-use-daily--53on | webdev, javascript, beginners, programming | Guys, I think this is my 5th VS code extension post if I am right. Ok, basically one of my highest viewership posts are all about vs code extensions. So, I wanted to make a really big awesome list about vs code extensions. So, let us get straight into this.
## BETTER COMMENTS ❗
Better comments formats the comments you write in the code as the name suggests. It basically gives you're a code a better readability. Most of the code comments are clutter if you don't write them with a lot spaces. They often blend in with code and this is really frustrating when you have lots and lots of lines of code in your program.
![Img one] (https://dev-to-uploads.s3.amazonaws.com/uploads/articles/nsp0yk9xffcep2f1wgsc.png)
The above image shows how this actually works
## auto rename tags < what ? 😕 >
So let us say, you have put an UL tag instead of li tag. If you want to change that you delete the whole thing and rewrite the code. This is time consuming and a wastage of effort. This is where auto rename tags comes in. It changes both the opening and closing tag's name if you change it one

Here is how it actually works
## Indent rainbow 🌈
If you are a web developer, you know the pain of children tags. They often cause a lot of code mistakes. Indent rainbow is here to clear the clutter and make your code look much better. Use it along prettier, this will definitely make a change.

## Preview images 🖼
If your program has a lot of images in it, you might have faced a problem of putting an image in the wrong area. Preview images is an extension that basically shows a preview of the image beside your code. This makes life with images much easier

## Luna paint 🎨
Want to crop or make a last-minute edit to your image. Instead of opening the image editor and making the changes. And then again export the image and replace it with the old image. Hope, we had an inbuilt photo editor in vs code. Yes, we do have a photo editor inside vs code. It's called luna paint. You should definitely have this extension in vs code.

## END !
Thanks guys for reading. Hope you liked this ! See you in the next one
peace ✌
| mince |
1,921,265 | Snowflake: Revolutionizing Data Warehousing | Snowflake is a cloud-based data warehousing solution that has garnered significant attention for its... | 0 | 2024-07-12T14:26:50 | https://dev.to/dbdeveloper/snowflake-revolutionizing-data-warehousing-b2c | snowflake, database, odbc | Snowflake is a cloud-based data warehousing solution that has garnered significant attention for its innovative approach to data management and analytics. Unlike traditional data warehouses, Snowflake is designed to leverage the full potential of cloud computing, offering a scalable, flexible, and efficient platform for handling vast amounts of data.
**Key Features of Snowflake**
**Scalability:** Snowflake automatically scales to accommodate varying workloads, ensuring high performance regardless of the volume of data or the number of concurrent users.
**Separation of Storage and Compute:** Snowflake uniquely decouples storage and compute resources, allowing businesses to scale them independently. This means you only pay for what you use, optimizing costs.
**Data Sharing:** Snowflake's secure data sharing capabilities enable organizations to share data in real time without the need for cumbersome data transfers.
**Multi-Cloud Support:** Snowflake is designed to operate seamlessly across multiple cloud platforms, including AWS, Azure, and Google Cloud, providing flexibility and avoiding vendor lock-in.
**Concurrency and Performance:** With its multi-cluster architecture, Snowflake handles concurrent queries efficiently, maintaining high performance even with a large number of simultaneous users.
**Working with Snowflake**
Getting started with Snowflake involves a few key steps:
**Setting Up an Account:** Sign up for a Snowflake account and choose a suitable cloud provider (AWS, Azure, or Google Cloud).
**Creating a Data Warehouse:** Once the account is set up, you can create a virtual data warehouse. Snowflake provides a web interface where you can configure your data warehouse settings.
**Loading Data:** You can load data into Snowflake from various sources, including cloud storage services like Amazon S3, Azure Blob Storage, and Google Cloud Storage. Snowflake supports various data formats, such as CSV, JSON, and Parquet.
**Querying Data:** Snowflake uses a variant of SQL, making it easy for those familiar with SQL to query and analyze data. The intuitive interface and comprehensive SQL support simplify data manipulation and retrieval.
For optimal performance in Snowflake, you can leverage built-in features like clustering keys, materialized views, and result caching to streamline queries and minimize costs. Equally important is establishing a strong connection between Snowflake and your external applications.
The [Snowflake ODBC Driver](https://docs.devart.com/odbc/snowflake/overview.htm) acts as a bridge, ensuring smooth data exchange and contributing to an overall efficient data processing environment.
This powerful tool boasts several key features:
**High Performance:** The driver is designed for fast, seamless connectivity, minimizing latency and ensuring efficient data transfer between Snowflake and your applications.
**Compatibility:** It supports a wide range of applications, including BI tools, ETL processes, and custom applications, making it a versatile choice for diverse data workflows.
**Easy Integration:** The driver integrates effortlessly with Snowflake, allowing users to connect quickly without extensive configuration.
Secure Connection: The Snowflake ODBC Driver offers robust security features, including SSL/TLS encryption, to guarantee the security of data transferred between your applications and Snowflake.
**Conclusion**
Snowflake has redefined data warehousing with its cloud-native architecture, scalability, and advanced features. By leveraging tools like the [Devart ODBC Driver](https://www.devart.com/odbc/), businesses can enhance their data connectivity and fully exploit Snowflake's capabilities, driving more effective data analytics and decision-making. | dbdeveloper |
1,921,267 | What IS HTML ? | Hope everyone is well. From today we will discuss all the topics of our web programming. Today's... | 0 | 2024-07-12T14:28:12 | https://dev.to/sagor_cnits_73eb557b53820/what-is-html--2k16 | webdev, javascript, beginners, programming | Hope everyone is well.
From today we will discuss all the topics of our web programming.
**Today's topic is: What is HTML?**
The full name of HTML is (Hyper Text Markup Language).It is a good language for creating web pages.
The concept of HTML was first developed by Tim Berners-Lee. He proposed the basic idea of HTML in 1989 while working at CERN (European Organization for Nuclear Research). He wanted to create a simple markup language that would help share information. HTML 1.0 was released in 1993. It was a very simple language with some basic tags. HTML 2.0 was released in 1995. This version added several new tags and features that made it easier. HTML 3.2 was released in 1997 and brought some new features such as tables, applets, and styling tags. At this time the World Wide Web Consortium (W3C) began to regulate the development of HTML. HTML 4.0 was released in the same year and added many new features such as style sheets, scripts and more. Accessibility and internationalization are also improved in HTML 4.0. HTML 4.01 was released in 1999 and is an updated version of HTML 4.0 that brings some bug fixes and minor improvements. In 2000, XHTML 1.0 was released, based on HTML 4.01 and compatible with XML. XHTML follows stricter syntax rules. HTML5 was released as a stable version in 2014 after a long development and discussion. It brings many new features such as new tags, audio and video embedding, canvas element, and more.
HTML5 makes web application development more powerful. Through HTML, various parts of the web page such as Heading, paragraph, List, table, img, and other elements can be defined. Each element is composed using separate tags, which define the structure of the page. Most popular web browsers (such as Chrome, Firefox, Safari, and Edge) support HTML. It is a standard markup language that works in all browsers and appears the same.
HTML is still in development and is established as an essential language for web development. This was today's short topic on HTML history. Tomorrow I will talk about how to use HTML.
Those who know HTML, CSS can watch our JavaScript YouTube video : https://www.youtube.com/@OnnorokomProgramming
**Contact me :** https://sagor-hossain.vercel.app/
| sagor_cnits_73eb557b53820 |
1,921,268 | #Bitpower#BTC | 🔥 Explore the energy revolution of the future! Bitpower is leading a new era of decentralized energy... | 0 | 2024-07-12T14:29:24 | https://dev.to/na_li_512c52d1c96d81e60b9/bitpowerbtc-432o | 🔥 Explore the energy revolution of the future! Bitpower is leading a new era of decentralized energy management 🌍⚡️ Our technology combines blockchain and artificial intelligence to achieve efficient distribution and use of energy, reduce costs, and improve sustainability. Join us to create a green future! Learn more: [bitpower official website link] #Blockchain #EnergyRevolution #GreenTech #Bitpower | na_li_512c52d1c96d81e60b9 | |
1,921,269 | 跨境电商吸粉软件,跨境营销机器人,跨境推广机器人 | 跨境电商吸粉软件,跨境营销机器人,跨境推广机器人 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T14:29:32 | https://dev.to/sbxs_zetj_cd63da61deb85e9/kua-jing-dian-shang-xi-fen-ruan-jian-kua-jing-ying-xiao-ji-qi-ren-kua-jing-tui-yan-ji-qi-ren-48mn |
跨境电商吸粉软件,跨境营销机器人,跨境推广机器人
了解相关软件请登录 http://www.vst.tw
跨境电商吸粉软件,助力商家拓展全球市场的利器
跨境电商吸粉软件,作为现代电商营销的重要工具,专为跨境商家设计,旨在通过精准营销和高效互动,吸引并留住全球消费者。这类软件集成了多种功能,如社交媒体管理、内容营销、数据分析等,帮助商家轻松打造个性化品牌形象,提升用户粘性。
其核心优势在于能够跨越地域限制,实现全球范围内的目标客户精准定位与触达。通过智能算法分析用户行为数据,软件能自动推送符合消费者兴趣的产品信息和优惠活动,有效促进销售转化。此外,其便捷的社交媒体集成功能,也让商家能够轻松管理多平台账号,实现信息的一键同步发布,节省时间与人力成本。
在应用场景上,跨境电商吸粉软件广泛适用于各类跨境电商平台,无论是初创企业还是成熟品牌,都能通过这一工具实现品牌曝光、用户增长和销售提升。随着全球化进程的加速,跨境电商吸粉软件正成为越来越多商家拓展全球市场、提升竞争力的必备之选。
了解相关软件请登录 http://www.vst.tw
Tag:跨境营销机器人,跨境营销软件,跨境引流软件,跨境获取软件,跨境加粉软件,跨境群控机器人,跨境群控软件,跨境群控群控,跨境群控专家,跨境群控大师机器人,跨境群控推广软件,跨境群控引流工具,跨境营销大师,跨境推广专家
| sbxs_zetj_cd63da61deb85e9 | |
1,921,270 | Data Types | Every value in Rust is of a certain data type, which tells Rust what kind of data is being specified... | 28,032 | 2024-07-12T14:29:48 | https://dev.to/danielmwandiki/data-types-1dp3 | learning, rust, devops | Every value in Rust is of a certain data type, which tells Rust what kind of data is being specified so it knows how to work with it.
*Scalar data type*: Types that store only a single value.
*Compound data type*: Types that store multiple values, even values of different types.
###Scalar Types
Rust has four primary scalar types: integers, floating-point numbers, Booleans, and characters.
####Integers
Integers refer to whole numbers. Integers in Rust are either Signed or Unsigned. Unsigned integers store only 0 and positive numbers, while Signed integers can store negative numbers, 0 and positive numbers.
Following are the available Integer types based on the sign and length:

Each signed variant can store numbers from -(2<sup>n - 1</sup>) to 2<sup>n - 1</sup> - 1 inclusive, where n is the number of bits that the variant uses. Unsigned variants can store numbers from 0 to 2<sup>n</sup> - 1.
Here is an example of an integer:
```
fn main() {
let x :u8 = "42"; // 8bit
let x :i16 = "21"; // 16 bit
let x :u32 = "43"; // 32 bit
let x :i64 = "32"; //64 bit
let x :u128 = "72"; // 128 bit
let x :usize = "98"; // depend on the architecture of the computer
}
```
####Floating point numbers
Floating point numbers, more commonly known as float(s), are a data type that holds numbers that have a fractional value (something after the decimal point). Rust's floating-point types are `f32` and `f64`, 32 bits and 64 in size, respectively.
Here is an example that shows floating-point numbers:
```
fn main() {
let x = 2.0; // f64
let y: f32 = 3.0; // f32
}
```
####Characters
You can store a single character in a variable, and the type is `char`. Like traditional programming languages of the 80s, you can store an ASCII character. But Rust also extends the character type to store a valid UTF-8 character. This means that you can store an emoji in a single character 😉
Here is an example:
```
fn main() {
let a = 'a';
let p: char = 'p'; // with explicit type annotation
let crab = '🦀';
}
```
####Booleans
The boolean type in Rust stores only one of two possible values: `true` or `false`. If you wish to annotate the type, use `bool` to indicate the type.
Here is an example:
```
fn main() {
let t = true;
let f: bool = false; // with explicit type annotation
}
```
###Compound Types
Compound data types can store multiple values in a variable. These values may be of the same scalar data type or different scalar types. Rust has two primitive compound types: *tuples and arrays*.
####The Tuple Type
A tuple stores multiple values, either of the same type or even of different types. Once declared, they cannot grow or shrink in size. We create a tuple by writing a comma-separated list of values inside parentheses.
Here is an example:
```
fn main() {
let tup: (i32, f64, u8) = (500, 6.4, 1);
}
```
####The Array Type
The Array Type stores multiple values of the same type. Unlike arrays in some other languages, arrays in Rust have a fixed length. We write the values in an array as a comma-separated list inside square brackets:
```
fn main() {
let a = [1, 2, 3, 4, 5];
}
```
| danielmwandiki |
1,921,271 | Dive into Vector Search for Amazon MemoryDB: A Game-Changer for Enterprise Customers | Amazon has recently announced the general availability of Vector Search for Amazon MemoryDB, an... | 0 | 2024-07-12T14:30:27 | https://dev.to/stevewoodard/dive-into-vector-search-for-amazon-memorydb-a-game-changer-for-enterprise-customers-5gl3 | aws, redis, memorydb, vectordatabase | Amazon has recently announced the general availability of Vector Search for Amazon MemoryDB, an exciting development that promises to revolutionize how enterprises handle data. But what exactly is Vector Search, and how can it benefit your business? Let’s unpack this innovation and explore its potential.
What is Vector Search? 🔍
Vector Search is a method of searching through data by comparing vectors, which are essentially arrays of numbers representing different features of data. Unlike traditional search methods that rely on keyword matching, Vector Search allows for more nuanced and context-aware retrieval of information. This means that you can find similar items based on their features, not just exact keyword matches.
How Does It Work with Amazon MemoryDB? 🛠️
Amazon MemoryDB is a Redis-compatible, fully managed, in-memory database service that delivers ultra-fast performance. The integration of Vector Search into MemoryDB leverages the power of in-memory data storage, making searches incredibly fast and efficient.
The architecture supporting this feature includes:
1) Redis Data Structures: MemoryDB uses Redis data structures, which are optimized for high performance and low latency.
2) In-Memory Storage: By keeping data in memory, MemoryDB ensures that searches and data retrieval are executed with minimal delay.
Vector Embeddings: These are mathematical representations of data points that enable the comparison of complex data features.
Benefits for Enterprise Customers 🌟
One of the key advantages of Vector Search is enhanced search accuracy. By allowing searches to be based on contextual relevance rather than simple keyword matches, it significantly improves the precision of search results. This is particularly useful for enterprises dealing with large and complex datasets.
Real-time data processing is another critical benefit. Thanks to MemoryDB's in-memory capabilities, search operations are performed instantly, providing immediate results and insights. This feature is especially beneficial for applications requiring rapid data retrieval and processing.
Scalability and flexibility are also major advantages. As a fully managed service, MemoryDB enables enterprises to scale their operations smoothly without worrying about the underlying infrastructure. This makes it easier to handle increasing data volumes and evolving business needs.
Moreover, Vector Search contributes to a better user experience. Applications such as recommendation engines or personalized content delivery systems benefit from the refined and user-friendly search capabilities provided by this feature. By understanding the underlying features of the data, these applications can offer more relevant and engaging results to users.
Use Cases 🏢
E-commerce platforms can enhance product recommendations by finding items similar to those a user has interacted with, based on features rather than keywords. In fraud detection, patterns in transaction data that may indicate fraudulent activity can be identified even if they don’t match previous examples exactly.
For content personalization, Vector Search allows for delivering personalized content to users by understanding the underlying features of the data they engage with.
Conclusion 🎯
The general availability of Vector Search for Amazon MemoryDB marks a significant advancement for enterprises looking to harness the power of their data more effectively. By enabling faster, more accurate, and context-aware search capabilities, this feature helps businesses improve their operations and user experiences.
Read more about the new features here:
https://aws.amazon.com/blogs/aws/vector-search-for-amazon-memorydb-is-now-generally-available/ | stevewoodard |
1,921,272 | Talk to Strangers: Exploring the World of Online Conversations | Most Well-liked Chat Rooms for Strangers Numerous websites have become well-liked meeting... | 0 | 2024-07-12T14:32:20 | https://dev.to/tejcam/talk-to-strangers-exploring-the-world-of-online-conversations-18c | chat, talktostranger, chatrooms | ## Most Well-liked Chat Rooms for Strangers
Numerous websites have become well-liked meeting spots for online conversations with strangers. These are a handful of the most noteworthy ones:
### Speak With Stranger
A free online chat service called TalkWithStranger provides a number of chat rooms and random chat features. It is renowned for having an easy-to-use interface and enabling anonymous chat1.
### ChatBlink
ChatBlink offers a way to communicate with people at any time and from any location. It is intended to assist users in growing their social networks in an enjoyable and stimulating setting.
[gomeet](https://tejcam.com/gomeet/)
[chatingly](https://tejcam.com/chatingly/)
### Talking
Chitchat provides an alternative to random chat for individuals who want to meet new people and form global connections. It places a strong emphasis on the fun and safe process of meeting new people.
### Tohla
On Tohla, users can engage in random chat with strangers without disclosing their own identity. For individuals who appreciate anonymity and privacy, it's a fantastic platform4.
MeetYou MeetYou is an anonymous chat service where users may have discussions without having to download any apps or register. It's renowned for being straightforward to use.
### Y99
Y99 makes it easier for strangers to talk to other strangers. It provides an easy approach to initiate online chats with strangers and doesn't require a login.
### Unusual Get-together
An anonymous chat app featuring online chat rooms is called StrangerMeetup. It is a well-liked option for people who want to interact with more people and have deep conversations. | tejcam |
1,921,273 | Reddit群控软件,reddit群控助手,reddit群成员群发 | Reddit群控软件,reddit群控助手,reddit群成员群发 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T14:32:24 | https://dev.to/naps_jwjj_5a3706c59d1328c/redditqun-kong-ruan-jian-redditqun-kong-zhu-shou-redditqun-cheng-yuan-qun-fa-33e8 |
Reddit群控软件,reddit群控助手,reddit群成员群发
了解相关软件请登录 http://www.vst.tw
Reddit群控软件,作为网络社区管理和运营的工具,近年来在社交媒体管理中扮演着越来越重要的角色。这类软件能够帮助管理员和版主更有效地管理大规模的讨论和互动,尤其是在用户增长迅速、内容复杂多样的情况下,显得尤为重要。
Reddit群控软件的功能
Reddit群控软件通常提供以下核心功能,
内容管理与审查, 这些软件能够帮助管理员监控和审查发布到社区的内容。通过关键词过滤、自动审核等功能,能够快速识别和处理违规内容,如低质量的回复、广告垃圾或违反社区规范的言论。
用户管理与监控, 管理员可以利用群控软件跟踪和管理用户活动。这包括检测异常行为,如频繁发布相似内容、多个账号之间的交互等,以及对用户发表内容的分析和评估。
自动化工具, 自动化工具能够帮助管理员更高效地进行日常管理任务。例如,定时发布重要信息、自动回复常见问题、统计和分析社区数据等,大大减轻了管理员的工作负担。
社区分析与报告, 提供社区数据分析和生成报告的功能,帮助管理员了解社区的活跃度、发展趋势和用户反馈,从而更好地制定策略和决策。
Reddit群控软件的优势
使用Reddit群控软件带来了诸多优势,
效率提升, 自动化和批量处理功能显著提高了管理效率,尤其是对于大型社区和高流量的板块。
规范执行, 能够确保社区规范的一致执行,减少人为错误和偏差。
用户体验改善, 通过有效的内容管理和快速响应,提升了用户的满意度和参与感。
数据驱动决策, 提供详尽的社区数据和报告,帮助管理员基于数据制定策略和优化运营。
使用案例与成功经验
Reddit群控软件在多个社区中得到了广泛应用。例如,在大型主题板块中,管理员可以利用这些工具快速审查大量帖子和评论,确保社区的内容质量和秩序。另外,在特定活动或发布重要公告时,自动化工具能够及时推送消息,保证信息的及时性和有效性。
一些成功的经验包括Reddit一些著名的AMA(问我任何)活动,通过群控软件的精准管理,确保了嘉宾和用户的顺畅互动,同时保持了活动的高质量和秩序。
结论
综上所述,Reddit群控软件通过其强大的管理和自动化功能,为社区管理者提供了强有力的支持。随着社交媒体的发展和用户数量的增加,这类工具的作用将愈发重要,成为维护社区秩序和提升用户体验的重要利器。
了解相关软件请登录 http://www.vst.tw
Tag:reddit营销机器人,reddit营销软件,reddit引流软件,reddit获取软件,reddit加粉软件,reddit群控机器人,reddit群控软件,reddit群控群控,reddit群控专家,reddit群控大师机器人,reddit群控推广软件,reddit群控引流工具,reddit营销大师,reddit推广专家
| naps_jwjj_5a3706c59d1328c | |
1,921,274 | Databases Deconstructed: The Value of Data Lakehouses and Table Formats | Checkout out my Apache Iceberg Crash Course Get a free copy of Apache Iceberg the Definitive... | 0 | 2024-07-12T14:36:49 | https://dev.to/alexmercedcoder/databases-deconstructed-the-value-of-data-lakhoues-and-table-formats-32en | database, dataengineering, datascience, data | - [Checkout out my Apache Iceberg Crash Course](https://bit.ly/am-2024-iceberg-live-crash-course-1)
- [Get a free copy of Apache Iceberg the Definitive Guide](https://bit.ly/am-iceberg-book)
Databases and data warehouses are powerful systems that simplify working with data by abstracting many of the inherent challenges, including:
- **Storage:** How data is stored and persisted, what file formats are used, and how those files are managed.
- **Tables:** How we determine which data belongs to which table and what table statistics are tracked internally.
- **Catalog:** How the system keeps track of all the tables so that users can easily access them.
- **Processing:** When a user writes a query, how that query is parsed into relational algebra expressions, transformed into an execution plan, optimized, and executed.
The drawback of having such tightly coupled systems is that the data within them is only understood by that specific system. Therefore, if another system is needed for a particular use case, the data must be migrated and duplicated into that other system. While this is often manageable for transactions (e.g., adding a user, updating a user, recording a sale) as a single database system can handle all CRUD operations (Create, Read, Update, Delete), it becomes more problematic in analytics. Analytical use cases are far more diverse, as are the tools required to support them, making data migration and duplication cumbersome and inefficient.
## Enter the Lakehouse
In analytics, the status quo has been to duplicate your data across multiple systems for different use cases:
- **Data Lakes:** A universal storage layer for structured data in the form of CSV, JSON, ORC, AVRO, and Parquet files, as well as all other unstructured data like images, videos, and audio. Data lakes are often used as a repository for archiving all data and as a place to store the diverse data needed for training AI/ML models that require both structured and unstructured data.
- **Data Warehouses:** Essentially databases designed for analytics. They store and manage structured data with analytics in mind and are usually used as the data source for reports and Business Intelligence dashboards (visual panes built directly on the data).
In an ideal world, you wouldn't need the costs and complexity of duplicating your data across systems and figuring out how to keep it all consistent. This is where the data lakehouse pattern comes in. The data lakehouse is an architectural pattern that essentially builds a deconstructed database using your data lake as the storage layer. The benefit is that structured data can now exist once in your data lake, and both data lakehouse tools and data warehouse tools can access it.
Let's examine the construction of a data lakehouse layer by layer.
## The Storage Layer
The basic foundation of a data lakehouse is the storage layer, where we need to determine where and how to store the data. For the "where," the obvious choice is object storage.
**What is Object Storage?**
Object storage is a data storage architecture that manages data as objects, as opposed to file systems that manage data as a file hierarchy, or block storage which manages data as blocks within sectors and tracks. Each object includes the data itself, a variable amount of metadata, and a unique identifier. This approach is highly scalable, cost-effective, and suitable for handling large amounts of unstructured data.
**Benefits of Object Storage:**
- **Scalability:** Object storage can easily scale out by adding more nodes, making it suitable for growing data needs.
- **Durability and Reliability:** Data is stored redundantly across multiple locations, ensuring high durability and reliability.
- **Cost-Effectiveness:** Often cheaper than traditional storage solutions, especially when dealing with large volumes of data.
- **Metadata Management:** Object storage allows for rich metadata, enabling more efficient data management and retrieval.
We can opt for major cloud vendors like AWS, Azure, and Google Cloud. However, many other storage vendors, such as [NetApp, Vast Data, MinIO, and Pure Storage, provide additional value in object storage solutions](https://www.dremio.com/blog/3-reasons-to-create-hybrid-apache-iceberg-data-lakehouses/) both in the cloud and on-premises.
Next, we need to determine how we will store the data on the storage layer. The industry standard for this is Apache Parquet files.
**What are Apache Parquet Files?**
Apache Parquet is a columnar storage file format optimized for use with big data processing frameworks. It is designed for efficient data storage and retrieval, making it ideal for analytic workloads.
**Why Parquet Files are Good for Analytics:**
- **Efficiency:** Parquet's columnar storage layout allows for efficient data compression and encoding schemes, reducing the amount of data scanned and improving query performance.
- **Compatibility:** Parquet is widely supported by many data processing tools and frameworks, making it a versatile choice for data storage.
**How Row Groups Work in Parquet:**
Parquet files are divided into row groups, subsets of the data that can be processed independently. Each row group contains column chunks, each of which consists of pages. This structure enables efficient reads by allowing queries to skip irrelevant data and read only the necessary columns and rows.
```
+-----------------------------------------------------+
| Parquet File |
+-----------------------------------------------------+
| File Metadata |
| |
| - Schema |
| - Key-Value Metadata |
| - Version |
+-----------------------------------------------------+
| Row Group 1 |
| +-----------------------------------------------+ |
| | Column Chunk 1 | |
| | +-----------------------------------------+ | |
| | | Page 1 | | |
| | +-----------------------------------------+ | |
| | | Page 2 | | |
| | +-----------------------------------------+ | |
| | | ... | | |
| | +-----------------------------------------+ | |
| +-----------------------------------------------+ |
| +-----------------------------------------------+ |
| | Column Chunk 2 | |
| | +-----------------------------------------+ | |
| | | Page 1 | | |
| | +-----------------------------------------+ | |
| | | Page 2 | | |
| | +-----------------------------------------+ | |
| | | ... | | |
| | +-----------------------------------------+ | |
| +-----------------------------------------------+ |
| | ... | |
| +-----------------------------------------------+ |
+-----------------------------------------------------+
| Row Group 2 |
| +-----------------------------------------------+ |
| | Column Chunk 1 | |
| | +-----------------------------------------+ | |
| | | Page 1 | | |
| | +-----------------------------------------+ | |
| | | Page 2 | | |
| | +-----------------------------------------+ | |
| | | ... | | |
| | +-----------------------------------------+ | |
| +-----------------------------------------------+ |
| +-----------------------------------------------+ |
| | Column Chunk 2 | |
| | +-----------------------------------------+ | |
| | | Page 1 | | |
| | +-----------------------------------------+ | |
| | | Page 2 | | |
| | +-----------------------------------------+ | |
| | | ... | | |
| | +-----------------------------------------+ | |
| +-----------------------------------------------+ |
| | ... | |
| +-----------------------------------------------+ |
+-----------------------------------------------------+
| ... |
+-----------------------------------------------------+
```
By establishing a robust storage layer with object storage and using Apache Parquet files for data storage, we create a strong foundation for our data lakehouse. This setup ensures scalability, efficiency, and compatibility, essential for handling diverse and extensive data analytics workloads.
## The Table Format
While Parquet files are excellent for storing data for quick access, datasets can eventually grow large enough to span multiple files. Parquet files are only aware of themselves and are unaware of other files in the same dataset. This puts the analyst responsible for defining the dataset, which can lead to mistakes where a file isn't included or extra files are included, resulting in inconsistent data definitions across use cases. Additionally, engines still need to open every file to execute a query, which can be time-consuming, especially if many files aren't needed for the specific query.
In this case, we need an abstraction that helps do a few things:
- Define which files comprise the current version of the table.
- Maintain a history of the file listings for previous table versions.
- Track file statistics that can be used to determine which files are relevant to a particular query.
This abstraction allows for faster scanning of large datasets and consistent results. It is known as a "table format," a standard for how metadata is written to document the files in the table along with their statistics.
Currently, there are three main table formats: [Apache Iceberg, Apache Hudi, and Delta Lake](https://bit.ly/am-format-arch).
[Apache Iceberg is thought to have recently established itself as the industry standard.](https://blog.iceberglakehouse.com/summarizing-recent-wins-for-apache-iceberg-table-format-56bd60837181?source=collection_home---4------3-----------------------)
## The Catalog
Now that we have folders with metadata and data that comprise a table, processing tools need a way to know these tables exist and where the metadata for each table can be found. This is where the lakehouse catalog comes into play. A lakehouse catalog can perform several functions:
- **Track Tables:** Keep track of which tables exist in a data lakehouse.
- **Metadata References:** Provide references to the current metadata of each table.
- **Access Governance:** Govern access to the assets it tracks.
The catalog becomes the mechanism for bundling your tables and making them accessible to your preferred data processing tools. Currently, there are four main lakehouse catalogs offering solutions for this layer:
- **Nessie:** An open-source catalog that offers unique catalog-level versioning features for git-like functionality, initially created by Dremio.
- **Polaris:** An open-source catalog created by Snowflake.
- **Unity OSS:** An open-source catalog from Databricks, which is a complete rewrite of their proprietary Unity catalog.
- **Gravitino:** An open-source catalog from Datastrato.
You can efficiently manage and access your data lakehouse tables by leveraging these catalogs, ensuring seamless integration with various data processing tools.
## Data Processing
Now that we have everything needed to store and track our data, we just need a tool to access that data and run queries and transformations for us. One such tool is [Dremio, a data lakehouse platform](https://www.dremio.com/solutions/data-lakehouse/) created to make working with data lakehouses easier, faster, and more open.
### Dremio provides:
- **Unified Analytics:** The ability to connect to data lakes, lakehouse catalogs, databases, and data warehouses, allowing you to work with all your data in one place.
- **SQL Query Engine:** An SQL query engine with industry-leading price/performance that can federate queries across all these data sources, featuring a semantic layer to track and define data models and metrics for fast reporting and business intelligence (BI).
- **Lakehouse Management:** Dremio has deep integrations with Nessie catalogs and an integrated lakehouse catalog that allows you to automate the maintenance of Iceberg tables, ensuring your data lakehouse runs smoothly.
Dremio becomes a powerful tool for unifying and organizing your data into data products for your users. Since your data is in a lakehouse, several tools can be part of the picture. For example, you can use Upsolver, Fivetran, or Airbyte to ingest data into your lakehouse, run graph queries on your lakehouse with Puppygraph, and explore many other possibilities—all without needing multiple copies of your data.
## Conclusion
We've deconstructed the traditional database and data warehouse systems to highlight the value of data lakehouses and table formats. Databases and data warehouses simplify working with data by abstracting many inherent challenges, such as storage, table management, cataloging, and query processing. However, the tightly coupled nature of these systems often necessitates data duplication across different systems, leading to increased complexity and inefficiency.
The data lakehouse architecture emerges as a solution, offering the best of both data lakes and data warehouses. By leveraging object storage and Apache Parquet files, we establish a robust storage layer that ensures scalability, efficiency, and compatibility. The introduction of table formats like Apache Iceberg, Apache Hudi, and Delta Lake further enhances our ability to manage large datasets effectively.
To manage and track our data, lakehouse catalogs like Nessie, Polaris, Unity OSS, and Gravitino provide essential functionalities such as tracking tables, providing metadata references, and governing access. Finally, tools like Dremio offer potent data processing capabilities, enabling unified analytics, efficient query execution, and seamless lakehouse management.
By adopting a data lakehouse architecture, we can streamline data management, reduce costs, and accelerate time to insight, all while maintaining the flexibility to integrate various tools and technologies.
To learn more about the practical implementation of these concepts, be sure to check out my Apache Iceberg Crash Course and get a free copy of "Apache Iceberg: The Definitive Guide":
- [Check out my Apache Iceberg Crash Course](https://bit.ly/am-2024-iceberg-live-crash-course-1)
- [Get a free copy of Apache Iceberg: The Definitive Guide](https://bit.ly/am-iceberg-book)
## GET HANDS-ON
Below are list of exercises to help you get hands-on with Apache Iceberg to see all of this in action yourself!
- [Intro to Apache Iceberg, Nessie and Dremio on your Laptop](https://bit.ly/am-dremio-lakehouse-laptop)
- [JSON/CSV/Parquet to Apache Iceberg to BI Dashboard](https://bit.ly/am-json-csv-parquet-dremio)
- [From MongoDB to Apache Iceberg to BI Dashboard](https://bit.ly/am-mongodb-dashboard)
- [From SQLServer to Apache Iceberg to BI Dashboard](https://bit.ly/am-sqlserver-dashboard)
- [From Postgres to Apache Iceberg to BI Dashboard](https://bit.ly/am-postgres-to-dashboard)
- [Mongo/Postgres to Apache Iceberg to BI Dashboard using Git for Data and DBT](https://bit.ly/dremio-experience)
- [Elasticsearch to Apache Iceberg to BI Dashboard](https://bit.ly/am-dremio-elastic)
- [MySQL to Apache Iceberg to BI Dashboard](https://bit.ly/am-dremio-mysql-dashboard)
- [Apache Kafka to Apache Iceberg to Dremio](https://bit.ly/am-kafka-connect-dremio)
- [Apache Iceberg Lakehouse Engineering Video Playlist](https://bit.ly/am-iceberg-lakehouse-engineering)
- [Apache Druid to Apache Iceberg to BI Dashboard](https://bit.ly/am-druid-dremio)
- [Postgres to Apache Iceberg to Dashboard with Spark & Dremio](https://bit.ly/end-to-end-de-tutorial) | alexmercedcoder |
1,921,275 | 🚀Welcome to BitPower Loop, a new era of blockchain technology! 🎉 | BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions... | 0 | 2024-07-12T14:37:25 | https://dev.to/sa_li_c606ba7efa7a8c56c1c/welcome-to-bitpower-loop-a-new-era-of-blockchain-technology-21c4 | bitpower, btc | BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions and low gas fees. We are committed to building a strong and flexible economic ecosystem through decentralized smart contract technology and a unique alliance structure. 💡
At BitPower Loop, you can enjoy unlimited income opportunities without any restrictions on the number or amount of transactions. Whether it is building an online business or by inviting new partners to join the team, the source of profit comes from the virtuous cycle of our ecosystem. 🔄
In order to accelerate the circulation of the ecosystem and increase revenue, you can also choose to increase liquidity. We provide you with a comprehensive platform that allows you to easily manage and expand your business. 📈
Join us to explore the unlimited possibilities of blockchain technology and realize your business dreams! 🌟
Follow us for more details! #BitPowerLoop | sa_li_c606ba7efa7a8c56c1c |
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1,921,277 | My Journey into Mobile and Web Development | Introduction Hello, dev.to community! I'm Jihed Ben Othmen, a Computer Science Engineer... | 0 | 2024-07-12T14:39:23 | https://dev.to/jihed_benothmen/my-journey-into-mobile-and-web-development-2bhc | ## Introduction
Hello, dev.to community! I'm Jihed Ben Othmen, a Computer Science Engineer from Mahdia, Tunisia. With 1.5 years of professional experience in web development and an additional year specializing in ReactJS, I've developed a strong passion for both mobile and web technologies. Today, I want to share my journey, some of my projects, and what I’ve learned along the way.
## Background
**Education**
I started my educational journey with a Preparatory Cycle for Engineering at the Preparatory School of Engineering Studies El Manar. I then earned my Applied License in Computer Science from the Higher Institute of Technological Studies Mahdia and completed my Computer Science Engineering degree at Polytechnique Sousse.
## Professional Experience
**Epirana (Internship)**
- Project: Web Application for Interns' Management
- Technologies: TypeScript, Angular, Node.js, Express, MongoDB
- Tasks: Designed and developed authentication and management interfaces.
**Wi-Mobi**
- Project: E-commerce Application for Animals in Saudi Arabia
- Technologies: Angular 10, Node.js, TypeScript
- Tasks: Developed interfaces from scratch and adapted them for mobile versions.
**Sopra HR**
- Project: Front-end GP Management Module
- Technologies: ReactJS, Java API, Jira
- Tasks: Fixed modules and bugs, added on-demand modules for role and function management.
## Notable Projects
**Money Tracker App (Engineering Internship)**
- Technologies: Flutter, Realm
- Description: Developed a mobile app for tracking expenses.
**Online Store for High-Tech Products**
- Technologies: Flutter, Strapi API, Hive
- Description: Created an online store for high-tech products.
## Skills and Technologies
- Languages: JavaScript, TypeScript, Python, Java, C#
- Frameworks: Angular, ReactJS, Flutter, Spring Boot
- Databases: MongoDB, PostgreSQL, MySQL, Hive, Realm
- Tools: Git, GitLab, Jira
## Personal Projects
- Book Store Application: Developed with Angular and Node.js.
- E-commerce App for Cosmetic Products: Developed with PHP and MySQL.
- Classrooms and Courses Management Application: Created with Java, XML, PHP, and Android Studio.
## Conclusion
My journey in mobile and web development has been incredibly rewarding. I am always eager to learn and explore new technologies. I look forward to sharing more of my experiences and learning from the amazing dev.to community.
Thank you for reading! Feel free to connect with me on [LinkedIn ](https://www.linkedin.com/in/jihed-ben-othmen-5b6abb190/) and check out my projects on [GitHub ](https://github.com/Jihed0405). | jihed_benothmen | |
1,921,278 | 谷歌引流自动注册,谷歌推广工具,谷歌推广工具 | 谷歌引流自动注册,谷歌推广工具,谷歌推广工具 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T14:41:52 | https://dev.to/ibig_ybfc_268cc9a117544fb/gu-ge-yin-liu-zi-dong-zhu-ce-gu-ge-tui-yan-gong-ju-gu-ge-tui-yan-gong-ju-4dc5 |
谷歌引流自动注册,谷歌推广工具,谷歌推广工具
了解相关软件请登录 http://www.vst.tw
谷歌引流自动注册,技术的双刃剑
在当今信息化社会,谷歌引流自动注册技术日益引起关注。这项技术利用自动化程序,大量注册谷歌账号,并通过这些账号执行各种操作,从而实现特定目的。尽管这种技术在某些领域具有潜在的实用性,但其背后也存在着伦理、法律和安全等多重挑战。
技术原理与应用
谷歌引流自动注册依赖于自动化软件或脚本,通过模拟人工操作,快速生成大量的谷歌账号。这些账号可以用于自动化执行搜索、评论、点赞等操作,以此来提高特定内容的曝光度或影响力。在数字营销领域,这种技术被用来增加网站的流量,提升搜索引擎排名,或者扩大社交媒体影响力。
伦理和法律问题
然而,谷歌引流自动注册也引发了一系列严重的伦理和法律问题。首先,大规模注册账号可能违反谷歌的服务条款,因为这些行为通常被视为滥用谷歌的服务。其次,自动化操作可能导致信息的虚假扩散,损害信息的真实性和网民的信任度。此外,过度使用自动化程序可能会对网络生态和用户体验造成负面影响,例如垃圾信息增加、系统负载增加等问题。
安全风险
除了伦理和法律问题外,谷歌引流自动注册也存在显著的安全风险。大量的虚假账号不仅可能被用于恶意目的,如网络欺诈、信息泄露等,还可能成为黑客攻击的潜在入口。通过这些账号,黑客可以进行钓鱼攻击、账号盗窃等行为,威胁到个人和企业的信息安全。
监管和防范措施
为了应对谷歌引流自动注册带来的种种问题,监管部门和技术公司需要共同努力。首先,加强对自动化程序的监控和识别能力,及时发现和阻止非法活动。其次,加强对用户身份的验证和账号管理制度,减少虚假账号的生成和滥用。此外,提高公众的网络素质和安全意识,引导用户理性使用网络资源,也是解决这一问题的关键。
总体而言,谷歌引流自动注册技术在提升效率和影响力方面具有潜在优势,但其合法性和安全性仍然是亟待解决的难题。只有通过技术创新和规范管理,才能有效平衡技术发展和社会责任,为数字化时代的发展注入更多正能量。
了解相关软件请登录 http://www.vst.tw
Tag:谷歌营销机器人,谷歌营销软件,谷歌引流软件,谷歌获取软件,谷歌加粉软件,谷歌群控机器人,谷歌群控软件,谷歌群控群控,谷歌群控专家,谷歌群控大师机器人,谷歌群控推广软件,谷歌群控引流工具,谷歌营销大师,谷歌推广专家
| ibig_ybfc_268cc9a117544fb | |
1,921,279 | Create hub and spoke virtual networks and subnets | Open a browser and navigate to the Azure portal and login. To create a Virtual Network, in the... | 0 | 2024-07-12T18:00:02 | https://dev.to/stephen_anosike_d6027f55f/create-hub-and-spoke-virtual-networks-and-subnets-2llp | 1. Open a browser and navigate to the Azure portal and login.
2. To create a Virtual Network, in the search bar at the top of the
portal type “Virtual Networks” and select “Virtual Networks” from
the results.

3. In the “Virtual Networks” portal pane, select ““+ Create”

4. Click on "create new" to create a "resource group", give your resource group a name "RG1" and click "OK" to create the resource group.
5. To create the "Virtual Network", select the "RG1" in the resource group section, give your virtual network a name "app-vnet" and select your preferred region, in our case (US) central US.

6. To enter the IP Address range for the virtual virtual network, select "ip address" on the top, then input the ip address range in the space allocated.

7. To create the first subnet, click on "default" enter the required information and click on "save".

8. To create the second subnet, click on "Add a subnet" enter the required information and click on "add". Then, click on review and create and finally, click on create.


9. To create the second virtual network, fill the required fields

10. To create the subnet for the second virtual network, click on "ip address", click on "default" and fill the required fields and click on "add".

11. After confirming that the subnet have been created, click on "review and create" and then click on "create".


12. Once the deployment is complete. Navigate back to the portal, in the search bar type “resource groups” and select Resource Groups” from the results. Select on “RG1” in the main pane and comfirm both virtual networks have been deployed.

_## **Setup a peer relationship between the virtual networks
**
1. In the Portal, in the RG1 resource group view. Select on the “app-vnet” virtual network. On the left hand side, select "setting" and on drop down click "peerings"

2. In the app-vnet peerings pane, Select "+ Add" and fill the required fields, and click on "Add".


3. This is to validate that the Peering status is set to Connected.

| stephen_anosike_d6027f55f | |
1,921,280 | Explore the power of innovative technology: BitPower Loop | In this era of digitalization and rapid development, power management and energy efficiency have... | 0 | 2024-07-12T14:47:15 | https://dev.to/_27dfadb5ea6f9a72bb6c8/explore-the-power-of-innovative-technology-bitpower-loop-b16 | In this era of digitalization and rapid development, power management and energy efficiency have become particularly important. As an industry leader, BitPower Loop is redefining how we think about and manage energy. Whether you are a home user or a business user, BitPower Loop provides you with efficient, reliable and intelligent power solutions.
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BitPower Loop is an advanced power management system that combines Internet of Things (IoT), big data and artificial intelligence technologies. Not only is it able to monitor and manage your electricity usage, it also optimizes energy consumption through intelligent algorithms, thereby reducing electricity bills and carbon emissions.
Key features and advantages
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With the BitPower Loop, users can see their power consumption in real time, anywhere. The system provides detailed energy consumption reports and trend analysis to help users understand their consumption habits and adjust accordingly.
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BitPower Loop's intelligent algorithms automatically adjust power usage strategies based on a user's historical usage data and current price fluctuations in the electricity market, ensuring maximum performance at the lowest cost.
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The system can automatically detect and respond to power anomalies to avoid production interruptions or equipment damage caused by power failures. In addition, it can intelligently deploy power resources according to user-set priorities, ensuring that critical equipment is always in optimal operating condition.
4. Environmental protection and energy saving
By optimizing energy use, BitPower Loop will not only significantly reduce electricity bills, but also reduce carbon emissions and help the environmental cause. For enterprises, it is also an important means to enhance their green image and fulfill their social responsibilities.
Application field
BitPower Loop is widely used in homes, commercial buildings, industrial facilities, and public infrastructure. Whether it is intelligent management of home appliances or energy efficiency optimization of large industrial equipment, BitPower Loop provides tailor-made solutions.
Customer evaluation
Many users have already benefited greatly from BitPower Loop's innovative technology. An energy manager at a large manufacturing company said: "Since the introduction of BitPower Loop, we have reduced our energy costs by 15% and increased production efficiency by 20%. This system is not only intelligent, but also very reliable and is the key to our green transformation."
Future outlook
BitPower Loop is committed to continuous innovation and optimization to provide users with smarter and more efficient power management solutions. In the future, we will continue to lead the development of the industry and help the world achieve sustainable development goals.@BitPower Loop | _27dfadb5ea6f9a72bb6c8 | |
1,921,281 | transpose() and t() in PyTorch | *Memos: My post explains adjoint(), mH and mT. My post explains reshape() and view(). My post... | 0 | 2024-07-12T14:47:35 | https://dev.to/hyperkai/transpose-and-t-in-pytorch-1pp2 | pytorch, transpose, t, function | *Memos:
- [My post](https://dev.to/hyperkai/adjoint-mh-and-mt-in-pytorch-5c04) explains [adjoint()](https://pytorch.org/docs/stable/generated/torch.adjoint.html), [mH](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mH) and [mT](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mT).
- [My post](https://dev.to/hyperkai/reshape-and-view-in-pytorch-40n5) explains [reshape()](https://pytorch.org/docs/stable/generated/torch.reshape.html) and [view()](https://pytorch.org/docs/stable/generated/torch.Tensor.view.html).
- [My post](https://dev.to/hyperkai/permute-in-pytorch-5d49) explains [permute()](https://pytorch.org/docs/stable/generated/torch.permute.html).
- [My post](https://dev.to/hyperkai/movedim-in-pytorch-5gla) explains [movedim()](https://pytorch.org/docs/stable/generated/torch.movedim.html).
[transpose()](https://pytorch.org/docs/stable/generated/torch.transpose.html) can get the 0D or more D transposed tensor of zero or more elements without losing data from the 0D or more D tensor of zero or more elements as shown below:
*Memos:
- `transpose()` can be used with [torch](https://pytorch.org/docs/stable/torch.html) or a tensor.
- The 1st argument(`input`) with `torch` or using a tensor(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- The 2nd argument with `torch` or the 1st argument with a tensor is `dim0`(Required-Type:`int`).
- The 3rd argument with `torch` or the 2nd argument with a tensor is `dim1`(Required-Type:`int`).
- [swapaxes()](https://pytorch.org/docs/stable/generated/torch.swapaxes.html) and [swapdims()](https://pytorch.org/docs/stable/generated/torch.swapdims.html) are the aliases of `transpose()`.
```python
import torch
my_tensor = torch.tensor([[[0, 1, 2], [3, 4, 5]],
[[6, 7, 8], [9, 10, 11]],
[[12, 13, 14], [15, 16, 17]],
[[18, 19, 20], [21, 22, 23]]])
torch.transpose(input=my_tensor, dim0=0, dim1=0)
my_tensor.transpose(dim0=0, dim1=0)
torch.transpose(input=my_tensor, dim0=1, dim1=1)
torch.transpose(input=my_tensor, dim0=2, dim1=2)
torch.transpose(input=my_tensor, dim0=1, dim1=-2)
torch.transpose(input=my_tensor, dim0=2, dim1=-1)
torch.transpose(input=my_tensor, dim0=2, dim1=-2)
torch.transpose(input=my_tensor, dim0=-1, dim1=2)
torch.transpose(input=my_tensor, dim0=-2, dim1=1)
torch.transpose(input=my_tensor, dim0=-1, dim1=-1)
torch.transpose(input=my_tensor, dim0=-2, dim1=-2)
# tensor([[[0, 1, 2], [3, 4, 5]],
# [[6, 7, 8], [9, 10, 11]],
# [[12, 13, 14], [15, 16, 17]],
# [[18, 19, 20], [21, 22, 23]]])
torch.transpose(input=my_tensor, dim0=0, dim1=1)
torch.transpose(input=my_tensor, dim0=1, dim1=0)
torch.transpose(input=my_tensor, dim0=0, dim1=-2)
torch.transpose(input=my_tensor, dim0=-2, dim1=0)
# tensor([[[0, 1, 2], [6, 7, 8], [12, 13, 14], [18, 19, 20]],
# [[3, 4, 5], [ 9, 10, 11], [15, 16, 17], [21, 22, 23]]])
torch.transpose(input=my_tensor, dim0=0, dim1=2)
torch.transpose(input=my_tensor, dim0=2, dim1=0)
torch.transpose(input=my_tensor, dim0=0, dim1=-1)
torch.transpose(input=my_tensor, dim0=-1, dim1=0)
# tensor([[[0, 6, 12, 18], [3, 9, 15, 21]],
# [[1, 7, 13, 19], [4, 10, 16, 22]],
# [[2, 8, 14, 20], [5, 11, 17, 23]]])
torch.transpose(input=my_tensor, dim0=1, dim1=2)
torch.transpose(input=my_tensor, dim0=2, dim1=1)
torch.transpose(input=my_tensor, dim0=1, dim1=-1)
torch.transpose(input=my_tensor, dim0=-1, dim1=1)
torch.transpose(input=my_tensor, dim0=-1, dim1=-2)
torch.transpose(input=my_tensor, dim0=-2, dim1=-1)
torch.transpose(input=my_tensor, dim0=-2, dim1=2)
# tensor([[[0, 3], [1, 4], [2, 5]],
# [[6, 9], [7, 10], [8, 11]],
# [[12, 15], [13, 16], [14, 17]],
# [[18, 21], [19, 22], [20, 23]]])
my_tensor = torch.tensor([[[0., 1., 2.], [3., 4., 5.]],
[[6., 7., 8.], [9., 10., 11.]],
[[12., 13., 14.], [15., 16., 17.]],
[[18., 19., 20.], [21., 22., 23.]]])
torch.transpose(input=my_tensor, dim0=0, dim1=0)
# tensor([[[0., 1., 2.], [3., 4., 5.]],
# [[6., 7., 8.], [9., 10., 11.]],
# [[12., 13., 14.], [15., 16., 17.]],
# [[18., 19., 20.], [21., 22., 23.]]])
my_tensor = torch.tensor([[[0.+0.j, 1.+0.j, 2.+0.j],
[3.+0.j, 4.+0.j, 5.+0.j]],
[[6.+0.j, 7.+0.j, 8.+0.j],
[9.+0.j, 10.+0.j, 11.+0.j]],
[[12.+0.j, 13.+0.j, 14.+0.j],
[15.+0.j, 16.+0.j, 17.+0.j]],
[[18.+0.j, 19.+0.j, 20.+0.j],
[21.+0.j, 22.+0.j, 23.+0.j]]])
torch.transpose(input=my_tensor, dim0=0, dim1=0)
# tensor([[[0.+0.j, 1.+0.j, 2.+0.j],
# [3.+0.j, 4.+0.j, 5.+0.j]],
# [[6.+0.j, 7.+0.j, 8.+0.j],
# [9.+0.j, 10.+0.j, 11.+0.j]],
# [[12.+0.j, 13.+0.j, 14.+0.j],
# [15.+0.j, 16.+0.j, 17.+0.j]],
# [[18.+0.j, 19.+0.j, 20.+0.j],
# [21.+0.j, 22.+0.j, 23.+0.j]]])
my_tensor = torch.tensor([[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]],
[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]]])
torch.transpose(input=my_tensor, dim0=0, dim1=0)
# tensor([[[True, False, True], [True, False, True]],
# [[False, True, False], [False, True, False]],
# [[True, False, True], [True, False, True]],
# [[False, True, False], [False, True, False]]])
```
[t()](https://pytorch.org/docs/stable/generated/torch.t.html) can get the 0D, 1D or 2D transposed tensor of zero or more elements without losing data from the 0D, 1D or 2D tensor of zero or more elements as shown below:
*Memos:
- `t()` can be used with `torch` or a tensor.
- The 1st argument(`input`) with `torch` or using a tensor(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- `t()` is equivalent to `transpose(input=my_tensor, dim0=0, dim1=1)`.
```python
import torch
my_tensor = torch.tensor(0)
torch.t(input=my_tensor)
my_tensor.t()
# tensor(0)
my_tensor = torch.tensor([0, 1, 2])
torch.t(input=my_tensor)
# tensor([0, 1, 2])
my_tensor = torch.tensor([[0, 1, 2], [3, 4, 5],
[6, 7, 8], [9, 10, 11]])
torch.t(input=my_tensor)
# tensor([[0, 3, 6, 9],
# [1, 4, 7, 10],
# [2, 5, 8, 11]])
my_tensor = torch.tensor([[0., 1., 2.], [3., 4., 5.],
[6., 7., 8.], [9., 10., 11.]])
torch.t(input=my_tensor)
# tensor([[0., 3., 6., 9.],
# [1., 4., 7., 10.],
# [2., 5., 8., 11.]])
my_tensor = torch.tensor([[0.+0.j, 1.+0.j, 2.+0.j],
[3.+0.j, 4.+0.j, 5.+0.j],
[6.+0.j, 7.+0.j, 8.+0.j],
[9.+0.j, 10.+0.j, 11.+0.j]])
torch.t(input=my_tensor)
# tensor([[0.+0.j, 3.+0.j, 6.+0.j, 9.+0.j],
# [1.+0.j, 4.+0.j, 7.+0.j, 10.+0.j],
# [2.+0.j, 5.+0.j, 8.+0.j, 11.+0.j]])
my_tensor = torch.tensor([[True, False, True], [True, False, True],
[False, True, False], [False, True, False]])
torch.t(input=my_tensor)
# tensor([[True, True, False, False],
# [False, False, True, True],
# [True, True, False, False]])
``` | hyperkai |
1,921,282 | adjoint(), mH and mT in PyTorch | *Memos: My post explains transpose() and t(). My post explains reshape() and view(). My post... | 0 | 2024-07-12T14:49:03 | https://dev.to/hyperkai/adjoint-mh-and-mt-in-pytorch-5c04 | pytorch, adjoint, mh, mt | *Memos:
- [My post](https://dev.to/hyperkai/transpose-and-t-in-pytorch-1pp2) explains [transpose()](https://pytorch.org/docs/stable/generated/torch.transpose.html) and [t()](https://pytorch.org/docs/stable/generated/torch.t.html).
- [My post](https://dev.to/hyperkai/reshape-and-view-in-pytorch-40n5) explains [reshape()](https://pytorch.org/docs/stable/generated/torch.reshape.html) and [view()](https://pytorch.org/docs/stable/generated/torch.Tensor.view.html).
- [My post](https://dev.to/hyperkai/permute-in-pytorch-5d49) explains [permute()](https://pytorch.org/docs/stable/generated/torch.permute.html).
- [My post](https://dev.to/hyperkai/movedim-in-pytorch-5gla) explains [movedim()](https://pytorch.org/docs/stable/generated/torch.movedim.html).
[adjoint()](https://pytorch.org/docs/stable/generated/torch.adjoint.html) or [mH](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mH) can get the view of the 2D or more D transposed and conjugated tensor of zero or more elements without losing data from the 2D or more D tensor of zero or more elements as shown below:
- `adjoint()` can be used with [torch](https://pytorch.org/docs/stable/torch.html) or a tensor while `mH` can be used with a tensor but not with `torch`.
- For `adjoint()`, the 1st argument(`input`) with `torch` or using a tensor(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- For `mH`, using a tensor(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- `adjoint()` is equivalent to `mH`, equivalent to `transpose(-2, -1)` for an `int`, `float` or `bool` tensor and equivalent to `transpose(-2, -1).conj()` for a `complex` tensor.
- `adjoint()` or `mH` can also get the 0D tensor of zero or more elements but it's deprecated.
```python
import torch
my_tensor = torch.tensor([[0, 1, 2], [3, 4, 5],
[6, 7, 8], [9, 10, 11]])
torch.adjoint(input=my_tensor)
my_tensor.adjoint()
my_tensor.mH
# tensor([[0, 3, 6, 9],
# [1, 4, 7, 10],
# [2, 5, 8, 11]])
my_tensor = torch.tensor([[[0, 1, 2], [3, 4, 5]],
[[6, 7, 8], [9, 10, 11]],
[[12, 13, 14], [15, 16, 17]],
[[18, 19, 20], [21, 22, 23]]])
torch.adjoint(input=my_tensor)
my_tensor.mH
# tensor([[[0, 3], [1, 4], [2, 5]],
# [[6, 9], [7, 10], [8, 11]],
# [[12, 15], [13, 16], [14, 17]],
# [[18, 21], [19, 22], [20, 23]]])
my_tensor = torch.tensor([[[0., 1., 2.], [3., 4., 5.]],
[[6., 7., 8.], [9., 10., 11.]],
[[12., 13., 14.], [15., 16., 17.]],
[[18., 19., 20.], [21., 22., 23.]]])
torch.adjoint(input=my_tensor)
my_tensor.mH
# tensor([[[0., 3.], [1., 4.], [2., 5.]],
# [[6., 9.], [7., 10.], [8., 11.]],
# [[12., 15.], [13., 16.], [14., 17.]],
# [[18., 21.], [19., 22.], [20., 23.]]])
my_tensor = torch.tensor([[[0.+0.j, 1.+0.j, 2.+0.j],
[3.+0.j, 4.+0.j, 5.+0.j]],
[[6.+0.j, 7.+0.j, 8.+0.j],
[9.+0.j, 10.+0.j, 11.+0.j]],
[[12.+0.j, 13.+0.j, 14.+0.j],
[15.+0.j, 16.+0.j, 17.+0.j]],
[[18.+0.j, 19.+0.j, 20.+0.j],
[21.+0.j, 22.+0.j, 23.+0.j]]])
torch.adjoint(input=my_tensor)
my_tensor.mH
# tensor([[[0.-0.j, 3.-0.j], [1.-0.j, 4.-0.j], [2.-0.j, 5.-0.j]],
# [[6.-0.j, 9.-0.j], [7.-0.j, 10.-0.j], [8.-0.j, 11.-0.j]],
# [[12.-0.j, 15.-0.j], [13.-0.j, 16.-0.j], [14.-0.j, 17.-0.j]],
# [[18.-0.j, 21.-0.j], [19.-0.j, 22.-0.j], [20.-0.j, 23.-0.j]]])
my_tensor = torch.tensor([[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]],
[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]]])
torch.adjoint(input=my_tensor)
my_tensor.mH
# tensor([[[True, True], [False, False], [True, True]],
# [[False, False], [True, True], [False, False]],
# [[True, True], [False, False], [True, True]],
# [[False, False], [True, True], [False, False]]])
```
[mT](https://pytorch.org/docs/stable/tensors.html#torch.Tensor.mT) can get the view of the 2D or more D transposed tensor of zero or more elements without losing data from the 2D or more D tensor of zero or more elements as shown below:
- `mT` can be used with a tensor but not with `torch`.
- Using a tensor(Required-Type:`tensor` of `int`, `float`, `complex` or `bool`).
- `mT` can also get the 0D tensor of zero or more elements but it's deprecated.
```python
import torch
my_tensor = torch.tensor([[0, 1, 2], [3, 4, 5],
[6, 7, 8], [9, 10, 11]])
my_tensor.mT
# tensor([[0, 3, 6, 9],
# [1, 4, 7, 10],
# [2, 5, 8, 11]])
my_tensor = torch.tensor([[[0, 1, 2], [3, 4, 5]],
[[6, 7, 8], [9, 10, 11]],
[[12, 13, 14], [15, 16, 17]],
[[18, 19, 20], [21, 22, 23]]])
my_tensor.mT
# tensor([[[0, 3], [1, 4], [2, 5]],
# [[6, 9], [7, 10], [8, 11]],
# [[12, 15], [13, 16], [14, 17]],
# [[18, 21], [19, 22], [20, 23]]])
my_tensor = torch.tensor([[[0., 1., 2.], [3., 4., 5.]],
[[6., 7., 8.], [9., 10., 11.]],
[[12., 13., 14.], [15., 16., 17.]],
[[18., 19., 20.], [21., 22., 23.]]])
my_tensor.mT
# tensor([[[0., 3.], [1., 4.], [2., 5.]],
# [[6., 9.], [7., 10.], [8., 11.]],
# [[12., 15.], [13., 16.], [14., 17.]],
# [[18., 21.], [19., 22.], [20., 23.]]])
my_tensor = torch.tensor([[[0.+0.j, 1.+0.j, 2.+0.j],
[3.+0.j, 4.+0.j, 5.+0.j]],
[[6.+0.j, 7.+0.j, 8.+0.j],
[9.+0.j, 10.+0.j, 11.+0.j]],
[[12.+0.j, 13.+0.j, 14.+0.j],
[15.+0.j, 16.+0.j, 17.+0.j]],
[[18.+0.j, 19.+0.j, 20.+0.j],
[21.+0.j, 22.+0.j, 23.+0.j]]])
my_tensor.mT
# tensor([[[0.+0.j, 3.+0.j], [ 1.+0.j, 4.+0.j], [2.+0.j, 5.+0.j]],
# [[6.+0.j, 9.+0.j], [7.+0.j, 10.+0.j], [8.+0.j, 11.+0.j]],
# [[12.+0.j, 15.+0.j], [13.+0.j, 16.+0.j], [14.+0.j, 17.+0.j]],
# [[18.+0.j, 21.+0.j], [19.+0.j, 22.+0.j], [20.+0.j, 23.+0.j]]])
my_tensor = torch.tensor([[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]],
[[True, False, True], [True, False, True]],
[[False, True, False], [False, True, False]]])
my_tensor.mT
# tensor([[[True, True], [False, False], [True, True]],
# [[False, False], [True, True], [False, False]],
# [[True, True], [False, False], [True, True]],
# [[False, False], [True, True], [False, False]]])
``` | hyperkai |
1,921,542 | Sähköpyörä – uutta virtaa ja hyvinvointia elämääsi | Sähköpyörät ovat uusin tulokas polkupyörien laajassa valikoimassa ja monipuolistavat... | 0 | 2024-07-12T19:00:06 | https://dev.to/frankstive/sahkopyora-uutta-virtaa-ja-hyvinvointia-elamaasi-j01 | Sähköpyörät ovat uusin tulokas polkupyörien laajassa valikoimassa ja monipuolistavat mahdollisuuksiasi liikkua helposti ja ympäristöystävällisesti. Ne ovat helppokäyttöinen ja mukautuva kulkuneuvo kaikenikäisille – niin nuorille kuin vanhemmillekin. Parhaimmillaan sähköpyörä auttaa sinua kohti aktiivisempaa ja terveellisempää elämää. Tutustutaanpa tarkemmin, kuinka sähköpyörät voivat parantaa elämänlaatua ja tehdä arjen liikkumisesta entistä vaivattomampaa.
Helppokäyttöinen ja mukautuva tapa liikkua
Sähköpyörä on varustettu akkukäyttöisellä sähkömoottorilla, joka tarjoaa apua polkemiseen juuri silloin, kun sitä eniten tarvitset. Voit säätää moottorin avustusta helposti ohjaustankoon kiinnitetystä näytöstä juuri niin paljon kuin haluat. Tämä on erityisen hyödyllistä esimerkiksi jyrkissä mäissä tai silloin, kun kuljetat ostoksia pyörän korissa. Pyörän näyttö kertoo myös akun varauksen ja kantaman, joten tiedät aina, kuinka pitkälle voit ajaa ennen seuraavaa latausta.
Liikkumisen vapautta ja hyvinvointia
Sähköpyöräily tarjoaa erinomaisen tavan pysyä aktiivisena ja nauttia ulkoilmasta. Liikunta on tunnetusti tärkeää kaikenikäisille, ja sähköpyörä mahdollistaa fyysisen aktiivisuuden ilman liiallista rasitusta nivelille ja lihaksille. Sähköpyöräily on loistava keino parantaa sydän- ja verenkiertoelimistön terveyttä sekä lisätä yleistä hyvinvointia. Voit itse säätää rasituksen tasoa moottorin avustuksen avulla, jolloin pyöräily on aina mukavaa ja sopii omaan kuntoon ja tarpeisiin. Mikä parasta, saat pyörän selässä aimo annoksen raitista ilmaa ja pääset nauttimaan ulkoilusta vaikka ympäri vuoden.
Ympäristöystävällinen ja taloudellinen valinta
Sähköpyörä on ympäristöystävällinen vaihtoehto autolle, erityisesti lyhyillä matkoilla – ja miksei myös pidempien reissujen taittamiseksi. Se on hiljainen kulkuväline, joka ei autojen tapaan tuota päästöjä, tehden siitä miellyttävän valinnan sekä ympäristölle että naapurustolle. Sähköpyöräilyn myötä voit säästää myös rahaa, kun polttoainekustannukset ja auton huoltokulut vähenevät. Lisäksi sähköpyörällä liikkuminen on usein nopeampaa ja kätevämpää, sillä vältyt ruuhkilta ja pysäköintiongelmilta.
Turvallinen ja luotettava
Matalarunkoinen pyörämalli on erinomainen valinta päivittäiseen liikkumiseen. Pyörän muotoilun ansiosta satulaan nousemisen ja siltä laskeutumisen on helppoa ja turvallista. Ajamisen helppous ja saavutettavuus on tärkeää niin nuorille kuin vanhemmillekin pyöräilijöille. Pysäköinti on helppoa, kun voit halutessasi ottaa pyörän akun matkaan silloin, kun et aja pyörällä.
Pyöräily on sosiaalinen ja yhteisöllinen harrastus
Sähköpyöräily ei ole vain liikuntamuoto, vaan myös mainio tapa viettää aikaa ystävien ja perheen kanssa ulkoillen. Voit lähteä yhteisille pyöräretkille tai tavata uusia ihmisiä, jotka jakavat saman kiinnostuksen pyöräilyyn. [Sähköpyörän](https://dev.to/users) avulla pysyt helposti mukana ryhmän vauhdissa, vaikka fyysinen kuntosi ei olisikaan vielä samalla tasolla kuin kokeneemmilla pyöräilijöillä.
**Monipuoliset käyttömahdollisuudet**
Sähköpyörä on monipuolinen kulkuneuvo, joka sopii niin kaupunkiajoon kuin maaseudulle. Sen avulla voit tehdä pidempiä matkoja ja tutustua uusiin paikkoihin vaivattomasti. Sähköpyörä mahdollistaa myös päivittäiset asiointimatkat, kuten kaupassa käynnin tai ystävien tapaamisen ilman, että sinun tarvitsee huolehtia pysäköinnistä tai polttoainekustannuksista. Muista hankkia kestävä kypärä ja jämäkkä pyörälukko, niin olet valmis pyörän selkään.
Nyt on aika tutustua sähköpyörien maailmaan ja kokea itse, miten ne voivat parantaa elämänlaatuasi ja tuoda uutta iloa liikkumiseen. Löydä täydellinen sähköpyöräsi E-Wheelsiltä!
| frankstive | |
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Reddit自动群组群发的现象与影响
Reddit作为全球最大的社交新闻平台之一,其独特的社区结构和内容分享机制,吸引了数以百万计的用户参与讨论、分享和互动。然而,近年来,Reddit上出现了一种新的现象,即自动群组群发。
自动群组群发是什么?
自动群组群发是指通过编写脚本或使用自动化工具,在Reddit上自动发布内容到多个群组(Subreddit)的行为。这些工具可以让用户在几秒钟内将同一篇内容或链接同时发布到数十个甚至上百个群组,从而迅速扩大内容的曝光和影响力。
现象背后的原因
曝光和流量增加需求,许多用户或内容创作者希望他们的帖子能够获得更多的曝光和流量,以增加讨论和参与度。
时间和效率考虑,手动逐一发布到多个群组耗时耗力,自动化工具可以节省大量时间和精力。
算法和排名影响,一些用户认为通过多个群组的同时发布,可以影响Reddit的算法排名,使其在主页或热门页面更容易被看到。
影响与问题
内容质量下降,大量自动群发可能导致部分群组中出现重复或低质量的内容,影响用户体验和群组的内容质量。
群组规则遭遇挑战,自动化工具发布的内容可能违反特定群组的规则,如主题不符或过于频繁的发布。
社区反感和抵制,一些Reddit用户和管理员可能会对自动群组群发表示反感,认为其破坏了社区的自然互动和内容选择过程。
管理与应对策略
技术层面的应对,Reddit平台可以通过技术手段检测和限制自动化工具的使用,确保内容的多样性和质量。
用户教育与规范,Reddit可以通过教育用户,强调手动发布与自动化发布的区别,并促使用户遵守群组的规则和社区准则。
平台治理与监管,Reddit社区管理员和志愿者可以加强对群组的管理和监督,及时处理违规内容和行为。
结论
Reddit自动群组群发是一个充满争议的现象,既有其便利性和效率,也带来了内容质量和社区规则遵守等一系列问题。平台和用户需要共同努力,寻找合适的平衡点,以保持Reddit作为开放而又高质量的内容交流平台的特性和魅力。
通过更好地理解和应对自动群组群发现象,Reddit可以进一步提升其社区的健康性和可持续性,确保所有用户都能够在公平、开放的环境中分享和交流他们的观点和创意。
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1,921,285 | Explore the power of innovative technology: BitPower Loop | In this era of digitalization and rapid development, power management and energy efficiency have... | 0 | 2024-07-12T14:52:13 | https://dev.to/_fe843d8789b5cf8701213/explore-the-power-of-innovative-technology-bitpower-loop-5a70 | In this era of digitalization and rapid development, power management and energy efficiency have become particularly important. As an industry leader, BitPower Loop is redefining how we think about and manage energy. Whether you are a home user or a business user, BitPower Loop provides you with efficient, reliable and intelligent power solutions.
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1,921,286 | HOW TO CREATE AN AZURE VITUAL MACHINE SCALE SET. | In this blog we will be exploring how to create a virtual machine scales set VMSS on Azure. The steps... | 0 | 2024-07-12T14:52:40 | https://dev.to/phillip_ajifowobaje_68724/how-to-create-an-azure-vitual-machine-scale-set-lnm |
In this blog we will be exploring how to create a virtual machine scales set VMSS on Azure. The steps are highlighted below:
Step 1. Log into the Azure Portal
From the Azure portal you search for virtual machine scale set and create VMSS
Step 2 Fill out all the BASIC parameters in the basic tab such as Resource Group name, virtual machine scale set name, Region, orchestration, scaling.

Step 3 As shown in the diagram above, you configure the scaling of the virtual machine, this action will enable you to be able to add various scaling conditions, condition name, scale mode, instance limit,(min-max),select the CPU threshold by scaling out or scaling in, query duration, Time zones with start and end dates.
You save as indicated in the below diagram:

- Complete the remaining Basic parameters indicating instance details and administrator account after the scaling conditions have been applied and click on next.
- Step 4 Spot is for specified discount. Skip spot and disc steps.
See below:

- Step 5 Networking tab is where you are going to pick all the networking parameters for your virtual machine scale set create a load balancer and give it a name, pick out the type and create as shown in the diagram below:



Our VMSS post deployment, here you can see the entire configuration vi the overview tab. Note that you can also make changes from this point to your VMSS based on your needs and requirement.

We have two instances running on this machine because we had picked two in the initial instance count. this is shown from the Azure load balancing tab

The final step is to copy the IP Address and connect the virtual machines.
| phillip_ajifowobaje_68724 | |
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1,921,289 | 🚀Welcome to BitPower Loop, a new era of blockchain technology! 🎉 | BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions... | 0 | 2024-07-12T14:57:43 | https://dev.to/sa_la_bd0609f1691507edf03/welcome-to-bitpower-loop-a-new-era-of-blockchain-technology-560a | bitpower, btc | BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions and low gas fees. We are committed to building a strong and flexible economic ecosystem through decentralized smart contract technology and a unique alliance structure. 💡
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1,921,290 | Mastering Database Merging: Comparing Different Approaches | In today’s world, managing data efficiently is crucial for businesses. One key task in data... | 0 | 2024-07-12T14:58:40 | https://dev.to/andreaslennartz/mastering-database-merging-comparing-different-approaches-3ggf | csharp, etl, database, sql | In today’s world, managing data efficiently is crucial for businesses. One key task in data management is merging new data into existing database tables. Whether you’re adding new information or updating existing records, knowing how to do this properly can make a big difference. However, this task can be complex, and there are various approaches and paradigms you should be aware of.
## Basic Example Scenario
Let's start with an example. Imagine you have a table called `customers` with the following columns:
- `customer_id`
- `name`
- `email`
And the following data:
| customer_id | name | email |
|-------------|------------|----------------------|
| 1 | John Doe | john.doe@example.com |
| 2 | Jane Smith | xx |
| 3 | Bob Brown | bobbrown@mail.com |
You receive a new batch of data with these changes:
| customer_id | name | email |
|-------------|---------------|----------------------|
| 1 | John Doe | john.doe@example.com |
| 2 | Jane Smith | jane.smith@example.com |
| 4 | Alice Johnson | alice.j@example.com |
Your goal is to merge this new data with the existing `customers` table. As a result of the merge operation, you want the incoming data to be integrated into the target table. This will result in one insertion of a new record (Alice Johnson), one update (email of Jane Smith), and one deletion (Bob Brown). The record for John Doe should be left untouched, as nothing has changed for this record.
Note that this example uses only a small number of rows. In real-world scenarios, you will need to deal with a very high volume of changes (e.g., up to millions per day). In the following sections, we will focus on solutions that can handle large volumes of data.
### Using a Staging Table
First, we create and insert the existing data into the `customers` table:
```sql
CREATE TABLE customers (
customer_id INT NOT NULL PRIMARY KEY,
name VARCHAR(100),
email VARCHAR(100)
);
INSERT INTO customers (customer_id, name, email)
VALUES
(1, 'John Doe', 'john.doe@example.com'),
(2, 'Jane Smith', 'xx'),
(3, 'Bob Brown', 'bobbrown@mail.com');
```
To simplify this example, we currently do not take into account how we receive this data. For now, we will insert the new data into a staging table:
```sql
CREATE TABLE staging_customers (
customer_id INT,
name VARCHAR(100),
email VARCHAR(100)
);
INSERT INTO staging_customers (customer_id, name, email) VALUES
(1, 'John Doe', 'john.doe@example.com'),
(2, 'Jane Smith', 'jane.smith@example.com'),
(4, 'Alice Johnson', 'alice.j@example.com');
```
### SQL Example for Inserts and Updates
You can use the `MERGE` statement to perform an Insert or Update (a.k.a. UPSERT) operation. The `MERGE` statement is supported by many databases like SQL Server, PostgreSQL, and Oracle. Note that this requires the data from your source to be loaded into a staging table first.
```sql
MERGE INTO customers AS target
USING staging_customers AS source
ON target.customer_id = source.customer_id
WHEN MATCHED THEN
UPDATE SET name = source.name, email = source.email
WHEN NOT MATCHED THEN
INSERT (customer_id, name, email)
VALUES (source.customer_id, source.name, source.email);
```
Running this `MERGE` statement will automatically perform the necessary insert and update operations. Note that this process does not handle deletions. Keep in mind that the first record will be updated even if the input data matches the existing data in the destination table.
#### UPSERT Example for MySQL/MariaDB
In databases like MySQL or MariaDB that don't support the `MERGE` statement, you can use an `INSERT ... ON DUPLICATE KEY UPDATE` statement for upserts:
```sql
INSERT INTO customers (customer_id, name, email)
SELECT customer_id, name, email FROM staging_customers
ON DUPLICATE KEY UPDATE
name = VALUES(name),
email = VALUES(email);
```
Please note that `customer_id` is the primary key of the `customers` table. This is a prerequisite for the SQL above to work, as the primary key is automatically determined as the key column for the `ON DUPLICATE KEY` operation.
### Handling Deletes
To handle deletions, you need to identify rows that exist in the target table but not in the source. This can be achieved using a `WHERE ... NOT IN` statement.
```sql
DELETE FROM customers
WHERE customer_id NOT IN (
SELECT customer_id FROM staging_customers
);
```
As a result, the `customers` table will now look like our input data:
| customer_id | name | email |
|-------------|---------------|----------------------|
| 1 | John Doe | john.doe@example.com |
| 2 | Jane Smith | jane.smith@example.com|
| 4 | Alice Johnson | alice.j@example.com |
Depending on your database, there may be more elegant solutions to solve this. For some databases like SQL Server, the `MERGE` statement does support the `WHEN NOT MATCHED BY SOURCE THEN DELETE` statement, which would also include the delete operation. Or you could use a `LEFT JOIN` instead of a `WHERE ... NOT IN` to determine the records for deletions, which could result in a shorter execution time.
## Importing Data
In the previous example, we assumed that our data magically appeared in our staging table. But in real-world scenarios, we often have to deal with different kinds of data sources from which we are expected to retrieve our data. Let's examine how we can import the data into our database.
### Using `BULK INSERT` for SQL Server
Databases are often limited when importing large amounts of data. By default, most databases offer some form of CSV import. When using the database approach, you are limited to CSV files and to a specific location of the files, making it complicated if your data can't be copied onto the database server. For SQL Server, you can import CSV file data using the `BULK INSERT` statement.
Here is an example of loading a CSV file using `BULK INSERT` in SQL Server:
```sql
BULK INSERT customers
FROM '\data\customers.csv'
WITH (
FIELDTERMINATOR = ',',
ROWTERMINATOR = '\n'
);
```
### Data Cleansing
Besides the limitation to have data available in a CSV format, the examples above also rely on a cleansed staging table, where all data is error-free and can be merged into the destination table. The `MERGE` (or UPSERT) statements are ACID operations, meaning they are all-or-nothing: either all data is merged, or none is. If there's a flawed record in your data, the entire operation will stop, and identifying the flawed row can be challenging, as error messages typically don't specify which row(s) caused the issue.
To make this work, it is necessary that all data is cleaned before being loaded into the target table (e.g., all duplicates removed, etc.). Additionally, importing various data types (e.g., XML from a web service) can complicate the process. Therefore, it makes sense to clean and enrich the data before loading it into the staging table.
### ETL Code with C#
To load data from any source into the target table, you can use ETL data flows. ETL (Extract, Transform, Load) jobs are commonly used to clean and enrich data before loading it into the database. This approach allows you to define your own pipelines, through which your data is processed before it is written into your target table. Using an ETL approach, you can use any source and are not limited to CSV files.
A simple way to create an [ETL pipeline with C# is to use the library ETLBox](https://www.etlbox.net/?utm_source=devto&utm_content=merge). Here is an example of ETLBox loading CSV data into the staging database table using `CsvSource` and `DbDestination`. After the pipeline has run, we can execute our `MERGE` statement.
#### ETL into Staging Table
When creating ETL with C#, you can load the cleansed data into the staging table and then run the `MERGE` statements, or you can directly use the `DbMerge`. Here is an example with the `MERGE` statement:
```csharp
public class CustomerRow
{
[ColumnMap("customer_id")]
[IdColumn]
public int CustomerId { get; set; }
[ColumnMap("name")]
public string Name { get; set; }
[ColumnMap("email")]
public string Email { get; set; }
}
// Data flow definition
var dbConnection = new SqlConnectionManager("..connection string here...");
var source = new CsvSource<CustomerRow>("data/customers.csv");
var cleanData = new RowTransformation<CustomerRow, CustomerRow>(row => {
row.Email = row.Email.Trim().ToLower();// Custom data cleaning logic here
return row;
});
var staging = new DbDestination<CustomerRow>(dbConnection, "staging_customers");
// Linking & executing the data flow
source.LinkTo(cleanData);
cleanData.LinkTo(staging);
Network.Execute(source);
// Running the MERGE operation
SqlTask.Execute(dbConnection, @"
MERGE INTO customers AS target
USING staging_customers AS source
ON target.customer_id = source.customer_id
WHEN MATCHED THEN
UPDATE SET name = source.name,
email = source.email
WHEN NOT MATCHED THEN
INSERT (customer_id, name, email)
VALUES (source.customer_id, source.name, source.email);
");
```
#### ETL with DbMerge
[ETLBox](https://www.etlbox.net/?utm_source=devto&utm_content=merge) already has a built-in `DbMerge` feature. Here is an example of loading data from a `CsvSource`, cleaning it using custom code in a `RowTransformation`, and then merging the cleaned data using `DbMerge`:
```csharp
public class CustomerRow : MergeableRow
{
[ColumnMap("customer_id")]
[IdColumn]
public int CustomerId { get; set; }
[ColumnMap("name")]
public string Name { get; set; }
[ColumnMap("email")]
public string Email { get; set; }
}
// Defining the data flow
var dbConnection = new SqlConnectionManager("..connection string here...");
var source = new CsvSource<CustomerRow>("data/customers.csv");
var cleanData = new RowTransformation<CustomerRow, CustomerRow>(row => {
row.Email = row.Email.Trim().ToLower();// Custom data cleaning logic here
return row;
});
var dbTypeCheck = new DbTypeCheck<CustomerRow>(dbConnection, "customers");
var merge = new DbMerge<CustomerRow>(dbConnection, "customers");
merge.BatchSize = 2000;
var typeErrors = new JsonDestination<CustomerRow>("type_errors.json");
var errorDest = new JsonDestination<ETLBoxError>("other_errors.json");
// Linking
source.LinkTo(cleanData);
cleanData.LinkTo(dbTypeCheck);
dbTypeCheck.LinkTo(merge);
// Error handling
dbTypeCheck.LinkFlawedTo(typeErrors);
merge.LinkErrorTo(errorDest);
// Executing the network
Network.Execute(source);
```
Please note that we no longer use the `MERGE` statement. The `DbTypeCheck` will verify all incoming data for compatibility with the target table before forwarding the rows to the target. Flawed rows will be written into the `type_errors.json` file. Even though we have cleaned and type-checked our data, there could still be issues when we (bulk) insert/update/delete our data in our destination. For performance reasons, this will happen in batches. Due to the ACID nature of the bulk operation, a batch can still fail - these failed batches are forwarded into `other_errors.json`. But instead of rejecting the whole batch (like in the previous `MERGE` statement), we now only reject a small batch of 2000 rows (defined in the `BatchSize` property).
#### Database Transactions
Of course, you could still spin up a database transaction for the whole operation when creating the connection:
```csharp
var dbConnection = new SqlConnectionManager("..connection string here...");
dbConnection.BeginTransaction();
```
If an error occured, you could simply call `dbConnection.Rollback()` (e.g. in a `try/catch` block) and revert your changes.
## Performance Improvements
Handling large amounts of data can make importing and merging complex. While the example provided involves only a few records, real-world scenarios often require dealing with vast amounts of data. Using a simple loop to detect each change and generate individual insert, update, or delete statements would be inefficient and result in poor performance. We need methods optimized for batch-processing large amounts of data.
Sophisticated methods such as batch processing, bulk operations, or specialized tools like ETL (Extract, Transform, Load) frameworks are necessary. These approaches handle large volumes of data efficiently by minimizing the number of database hits, grouping multiple operations into fewer transactions, and greatly enhancing performance and scalability.
### Using Smaller Batches
The merge operation on the database is powerful, but if you have, for example, 1 million rows that need to be changed in an even larger table, the merge may become too slow. In such cases, it is better to process the incoming data in smaller batches. Using an ETL approach allows us to reduce the number of rows per batch (e.g., to 10,000 or 1,000 rows per operation), which reduces the load on the database and improves performance.
### Full Load vs. Delta Load
Another important step to improve performance is to reduce the amount of data that actually needs to be loaded. When integrating data, you can either perform a full load or a delta load.
- **Full Load**: Replaces all the data in the target table with the new data. This method is simple to implement and ensures data consistency, but it can be slow and resource-intensive, especially for large datasets.
- **Delta Load**: Applies only the changes (inserts, updates, deletes) since the last load. This method is faster and less resource-intensive but more complex to implement because it requires tracking changes.
Switching from a full load to a delta load can significantly reduce the load time.
But how can a delta load be established with a data source? The following section will show examples of how this can be introduced to another database table as a data source, but similar strategies can be applied to other types of data sources as well.
#### Change Data Capture (CDC)
CDC is a technique used to identify changes in a database. It captures insert, update, and delete operations on tables and can be very useful for delta loads. When your source is a database, CDC can help by automatically tracking changes. Many databases support CDC, which can be set up to log changes in a separate table.
If you have CDC enabled on your `source_customers` table, you might have a change table like this:
| customer_id | operation | name | email | change_time |
|-------------|-----------|---------------|-----------------------|--------------------|
| 1 | U | John Doe | john.doe@example.com | 2024-07-08 10:00:00|
| 2 | I | Jane Smith | jane.smith@example.com| 2024-07-08 10:05:00|
| 3 | D | Alice Johnson | alice.j@example.com | 2024-07-08 10:10:00|
- with **I** for Insert, **U** for Update and **D** for Delete.
You can use this change table to apply only the changes to your target table.
For example, we can create an ETL database source like this:
```csharp
var lastLoadDate = DateTime.Now().AddDays(-1);
var source = new DbSource<CustomerRow>() {
ConnectionManager = dbConnection,
TableName = "source_customers",
Sql = "SELECT customer_id, email, name FROM source_customers WHERE change_time > @lastLoadPar",
SqlParameter = new[] {
new QueryParameter("lastLoadPar","DATETIME",lastLoadDate)
}
};
```
#### Handling Non-CDC Sources
If your source does not support CDC, you need other methods to track changes. One common approach is using a **Last Modified Timestamp**. You can compare this with the last load time to identify changes.
For example, our data might look like this when including a `last_modified` column:
| customer_id | name | email | last_modified |
|-------------|---------------|----------------------|---------------------|
| 1 | John Doe | john.doe@example.com | 2024-07-08 09:00:00 |
| 2 | Jane Smith | jane.smith@example.com| 2024-07-08 09:15:00 |
| 3 | Alice Johnson | alice.j@example.com | 2024-07-08 09:20:00 |
You can now select rows where `last_modified` is greater than the last load time to get the changes.
### Truncate Target Table
In scenarios where you want to do a full load but have a large number of changes, it may be faster to truncate the target table first and then replace it with all data from the source. This approach can significantly reduce the time and resources needed to update the table.
Here is an example using ETLBox to truncate a table and reload data:
```csharp
// Define the connection manager
var dbConnection = new SqlConnectionManager("..connection string here...");
// Truncate the target table
TruncateTableTask.Truncate(dbConnection, "customers");
// Define the data flow
var source = new CsvSource<CustomerRow>("data/customers.csv");
var cleanData = new RowTransformation<CustomerRow, CustomerRow>(row => {
// Custom data cleaning logic here
return row;
});
var destination = new DbDestination<CustomerRow>(dbConnection, "customers");
// Linking & executing the data flow
source.LinkTo(cleanData);
cleanData.LinkTo(destination);
Network.Execute(source);
```
#### Removing and Adding Indexes and Constraints
Additionally, it could be time-saving to remove any indexes / statistics / unique key constraints from the table before the insert operation, and then re-adding them after all data has been copied.
## Enhancing the DbMerge
The built-in `DbMerge` of ETLBox supports various performance scenarios out of the box.
### Using Delta with DbMerge
Both full and delta loads are supported by the DbMerge component of ETLBox. The following MergeModes are supported:
- Delta: Does inserts and updates, deletions only with a flag
- Full: Does inserts, updates, and deletions (deletions if the record is missing)
- InsertsAndUpdatesOnly: Does inserts and updates only
- UpdatesOnly: Only updates, no inserts or deletions
In the ETL code, you can adjust your data transfer class using different attributes to describe your id, update, and compare columns. For delta loads, you can also specify an attribute to indicate when a column should be deleted.
Here is an example setup of a data transfer class, that also uses the `DeleteColumn` attribute:
```csharp
public class CustomerRow
{
[ColumnMap("customer_id")]
[IdColumn]
public int CustomerId { get; set; }
[ColumnMap("name")]
[CompareColumn]
[UpdateColumn]
public string Name { get; set; }
[UpdateColumn]
[ColumnMap("email")]
public string Email { get; set; }
[DeleteColumn(true)]
public bool IsDeletion { get;set; }
}
```
### Cache Mode
By default, DbMerge will always load all data from the destination into memory first. If you want to avoid this, for example, because your target table is quite large, consider setting the CacheMode to `CacheMode.Partial`.
Setting the cache mode to partial will only load the data into memory for the currently processed batch. All other data will be removed from the cache. You can choose from different eviction policies that control how data is removed from the cache when it reaches its maximum size:
- Least Recently Used (LRU): Evicts the least recently accessed items from the cache.
- Least Frequently Used (LFU): Evicts the least frequently accessed items from the cache.
- First In First Out (FIFO): Evicts the oldest items in the cache first.
- Last In First Out (LIFO): Evicts the most recently added items first.
```csharp
DbMerge<MyMergeRow> merge = new DbMerge<MyMergeRow>(connection, "DestinationTable");
merge.CacheMode = CacheMode.Partial;
merge.EvictionPolicy = CacheEvictionPolicy.LeastRecentlyUsed;
```
### Truncating Target
Additionally, `DbMerge` has a setting `UseTruncateMethod = true`, which allows it to load the data into memory first, then truncate the table, and then insert the data while still detecting the changes. This method combines the benefits of truncating the table with the ability to track changes.
```csharp
var merge = new DbMerge<CustomerRow>(dbConnection, "customers") {
BatchSize = 2000,
UseTruncateMethod = true
};
```
In this example, `DbMerge` collects merge information and sends it to another table (`merge_info_table`). The `UseTruncateMethod` setting ensures that data is loaded into memory, the target table is truncated, and then the data is inserted, improving performance while still detecting changes.
### Delta Table
The `DbMerge` has a property `DeltaTable` which is a list containing information about what records were updated, inserted, or deleted. The operation and change date are stored in the corresponding `ChangeDate` and `ChangeAction` properties.
For example, the `merge_info_table` could have the following structure:
```sql
CREATE TABLE merge_info_table (
customer_id INT,
operation CHAR(1),
change_time DATETIME
);
```
This table will store the `customer_id` of the affected rows, the type of operation (Insert, Update, or Delete), and the timestamp of the change.
This delta table can be accessed if the `DbMerge` is not treated as a source but as a transformation. If the `DbMerge` is linked to other components, it will write the delta records into its output.
In this example, you can send the delta information further down in the data flow, for example, to another database table.
```csharp
// Define the connection manager
var dbConnection = new SqlConnectionManager("..connection string here...");
// Define the data flow
var source = new CsvSource<CustomerRow>("data/customers.csv");
var dbTypeCheck = new DbTypeCheck<CustomerRow>(dbConnection, "customers");
var merge = new DbMerge<CustomerRow>(dbConnection, "customers") {
BatchSize = 2000,
CacheMode = CacheMode.Partial,
EvictionPolicy = CacheEvictionPolicy.LeastRecentlyUsed,
MergeMode = MergeMode.Full
};
var mergeInfo = new DbDestination<MergeInfoRow>("merge_info_table", dbConnection);
// Linking
source.LinkTo(dbTypeCheck);
dbTypeCheck.LinkTo(merge);
// Collecting merge information
merge.LinkTo(mergeInfo);
// Executing the network
Network.Execute(source);
```
## Going Further: Building Dynamic Data Flows
The above examples for the `DbMerge` make use of strongly typed objects (POCOs). However, the `DbMerge` also supports the use of the dynamic `ExpandoObject`. When using the `ExpandoObject`, you don't have to create a strongly typed object beforehand. The corresponding properties are created on-the-fly whenever a value is assigned.
This feature is very powerful. Imagine you want to write integration code for hundreds of tables, perhaps even from different sources. Using the dynamic object approach lets you easily write a data flow that can handle different tables and data types without needing to define a separate POCO for each table. The target table could also be created dynamically if needed.
### Example Use Case
Consider a scenario where you need to integrate data from two different CSV files, each representing a different entity (customers and orders), but having an overlapping property (`eMail`) that should be cleaned the same way. Instead of defining a POCO for each entity, you can use `ExpandoObject` to dynamically handle the data.
```csharp
using System.Dynamic;
using ETLBox.DataFlow;
using ETLBox.Connection;
// Define the connection manager
void RunMerge(string entity) {
var dbConnection = new SqlConnectionManager("..connection string here...");
var source = new CsvSource<ExpandoObject>($"data/{entity}.csv");
// Data transformation
var cleanData = new RowTransformation<ExpandoObject, ExpandoObject>(row => {
// Data cleaning logic for both entities
dynamic dynamicRow = row;
dynamicRow.eMail = dynamicRow.eMail?.Trim().ToLower();
return dynamicRow;
});
// Define DbMerge dynamically
var merge = new DbMerge<ExpandoObject>() {
ConnectionManager = dbConnection,
TableName = entity + "s",
BatchSize = 2000,
MergeMode = MergeMode.Full
};
// Linking and executing the data flow
source.LinkTo(cleanData);
cleanData.LinkTo(merge);
Network.Execute(source);
}
```
You could further enhance the dynamic nature of your data flow by creating target tables on the fly based on the schema of the incoming data. This can be particularly useful in scenarios where the schema is not known beforehand. An introduction to creating dynamic data flows like this will be part of another article.
## Conclusion
Merging data is a key skill that helps keep your business information accurate and useful. Whether you're working with a few records or millions of them, using the right methods can save time, reduce mistakes, and make your processes smoother. Tools [like ETLBox can make this even easier by helping you]((https://www.etlbox.net/?utm_source=devto&utm_content=merge)) clean, transform, and load your data quickly and efficiently. By using these techniques and tools, you can ensure your data is always up-to-date and your business stays ahead in the data-driven world.
| andreaslennartz |
1,921,291 | Transforming Simplicity: Adapting Linear Regression to Capture Complex Non-Linear Phenomena with NumPy | In the field of Machine Learning, non-linear phenomena are ubiquitous. Often, people think that... | 0 | 2024-07-12T14:59:16 | https://dev.to/moubarakmohame4/transforming-simplicity-adapting-linear-regression-to-capture-complex-non-linear-phenomena-with-numpy-5efn | machinelearning, python, numpy, learning | In the field of Machine Learning, non-linear phenomena are ubiquitous. Often, people think that linear regression models cannot capture these complexities. However, with a few adjustments, linear regressions can be surprisingly effective in modeling non-linear relationships. In this article, we will explore how to adapt a linear regression model for non-linear phenomena using Python and NumPy.
**Linear Regression Model**
Linear regression seeks to find the best line (or hyperplane in higher dimensions) that minimizes the error between predictions and actual values. The equation of a simple linear regression model is:

For multivariate models, this equation becomes:

**Transforming Variables to Capture Non-Linearity**
To adapt this model to non-linear phenomena, we can transform the input variables using non-linear functions. For example, we can include quadratic or cubic terms:

These transformations allow the linear model to learn complex non-linear relationships.
**Cost Function**
The cost function for linear regression is usually the mean squared error (MSE):

**Gradient Descent**
To minimize the cost function, we use the gradient descent algorithm. The parameter updates are as follows:

where **𝛼** is the learning rate.
**Implementation in Python with NumPy**
Here is a simple implementation in Python:
```
import numpy as np
from sklearn.datasets import make_regression
import matplotlib.pyplot as plt
```
```
x, y = make_regression(n_samples=100, n_features=1, noise=10)
y = y + abs(y/2)
plt.scatter(x, y)
```

```
X = np.hstack((x, np.ones(x.shape)))
X = np.hstack((x**2, X))
```
```
theta = np.random.randn(3, 1)
theta
```
```
def cost_function(X, y, theta):
m = len(y)
return 1/(2*m) * np.sum((model(X, theta) - y)**2)
```
```
def grad(X, y, theta):
m = len(y)
return 1/m * X.T.dot(model(X, theta) - y)
def gradient_descent(X, y, theta, learning_rate, n_iter):
cost_history = np.zeros(n_iter)
for i in range(0, n_iter):
theta = theta - learning_rate * grad(X, y, theta)
cost_history[i] = cost_function(X, y, theta)
return theta, cost_history
```
```
n_iter = 1000
learning_rate = 0.01
theta_final, cost_history = gradient_descent(X, y, theta, learning_rate, n_iter)
predict = model(X, theta_final)
plt.scatter(x[:, 0], y)
plt.scatter(x[:, 0], predict, c='r')
```

By transforming the input variables, we can use linear regression models to capture non-linear relationships. This flexibility, combined with techniques such as gradient descent, allows linear models to handle much more complex phenomena than they would normally. NumPy provides a solid foundation for implementing these concepts in Python, making non-linear modeling more accessible. | moubarakmohame4 |
1,921,292 | 飞机筛选软件,纸飞机引流拓客,纸飞机好友群发 | 纸飞机筛选软件,纸飞机引流拓客,纸飞机好友群发 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T15:00:38 | https://dev.to/ngoe_qyny_aed4d6e8c23e182/fei-ji-shai-xuan-ruan-jian-zhi-fei-ji-yin-liu-tuo-ke-zhi-fei-ji-hao-you-qun-fa-1bpb |
纸飞机筛选软件,纸飞机引流拓客,纸飞机好友群发
了解相关软件请登录 http://www.vst.tw
纸飞机筛选软件,提升创意与效率的利器
在现代科技高度发达的时代,创意和技术结合的产物时常为人们带来惊喜。纸飞机筛选软件便是其中之一,它以其独特的方式帮助用户在设计和测试纸飞机时提升效率和精确度。本文将探讨纸飞机筛选软件的功能、应用场景及其对用户的益处。
功能与特点
纸飞机筛选软件的主要功能在于模拟和评估纸飞机的设计。它通常包括以下几个核心特点,
虚拟设计和模拟,用户可以通过软件设计纸飞机的各个方面,如翼展、机身长度、重心位置等。软件能够根据物理原理和算法模拟飞行过程,预测飞行轨迹和性能。
性能分析,软件可以提供详细的性能分析报告,包括飞行距离、飞行高度、稳定性评估等。这些分析可以帮助用户优化设计,达到更好的飞行效果。
多样化的飞行环境设置,用户可以根据不同的飞行场景设定条件,如室内、室外、有风、无风等,以便更真实地模拟不同环境下的飞行表现。
实时调整和反馈,软件通常支持实时调整设计参数并即时反馈结果,让用户可以快速验证和修改设计方案。
应用场景
纸飞机筛选软件在多个领域都有广泛的应用,
教育与学术研究,学校和研究机构可以利用这类软件教授物理学原理,同时激发学生的创造力和实验精神。
工业设计,在飞行器和模型制造领域,工程师和设计师可以通过软件预测飞行器的性能,优化设计,节省时间和成本。
娱乐和竞技,个人爱好者和比赛组织者可以利用软件来设计和测试比赛用的纸飞机,提高比赛的竞争性和娱乐性。
用户益处
纸飞机筛选软件为用户带来了诸多益处,
节省成本和时间,通过软件模拟测试,避免了传统实验室测试的成本和时间消耗。
提高设计精度,软件提供的详细分析和实时反馈帮助用户优化设计,确保飞行器达到最佳性能。
促进创意和创新,软件的使用不仅仅是工具,更是激发创意和探索的平台,鼓励用户尝试新的设计理念和飞行技术。
结语
纸飞机筛选软件以其强大的模拟和分析能力,成为了现代创意设计和技术实验的重要工具。无论是教育、工业还是娱乐领域,它都为用户带来了前所未有的便利和创新空间。随着技术的进步和应用场景的扩展,纸飞机筛选软件必将在未来发挥更大的作用,为用户带来更多的惊喜与成就。
了解相关软件请登录 http://www.vst.tw
Tag:纸飞机营销机器人,纸飞机营销软件,纸飞机引流软件,纸飞机获取软件,纸飞机加粉软件,纸飞机群控机器人,纸飞机群控软件,纸飞机群控群控,纸飞机群控专家,纸飞机群控大师机器人,纸飞机群控推广软件,纸飞机群控引流工具,纸飞机营销大师,纸飞机推广专家
| ngoe_qyny_aed4d6e8c23e182 | |
1,921,294 | 群控助手,Facebook好友群发 | Facebook群发助手,Facebook群控助手,Facebook好友群发 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T15:03:48 | https://dev.to/ydfs_ucst_efeee316eb50311/qun-kong-zhu-shou-facebookhao-you-qun-fa-4njo |
Facebook群发助手,Facebook群控助手,Facebook好友群发
了解相关软件请登录 http://www.vst.tw
Facebook群发助手,社交营销新利器
在社交媒体时代,Facebook群发助手成为了许多企业和个人用户提升沟通效率的重要工具。这款助手能够一键向多个群组或好友发送消息,极大地节省了手动发送的时间和精力。
群发助手的主要功能包括消息编辑、群组选择、定时发送等,用户可以根据需要灵活设置。通过群发助手,企业可以快速推广产品、发布活动信息,而个人用户则可以方便地通知好友聚会、分享重要资讯。
然而,群发助手也存在一定的局限性。过度使用可能导致消息被系统判定为垃圾信息,甚至被封号。因此,在使用群发助手时,用户需要注意合理控制发送频率和内容质量,确保信息的有用性和针对性。
总体而言,Facebook群发助手是一款功能强大、操作简便的社交营销工具。在正确使用的前提下,它能够为企业和个人用户带来诸多便利和效益。
了解相关软件请登录 http://www.vst.tw
Tag:Facebook营销机器人,Facebook营销软件,Facebook引流软件,Facebook获取软件,Facebook加粉软件,Facebook群控机器人,Facebook群控软件,Facebook群控群控,Facebook群控专家,Facebook群控大师机器人,Facebook群控推广软件,Facebook群控引流工具,Facebook营销大师,Facebook推广专家
| ydfs_ucst_efeee316eb50311 | |
1,921,295 | I Made ChatGPT Take the Myers–Briggs Personality Test (then I made him write an article about it) | In a quest to understand how artificial intelligence interacts with human personality frameworks, I... | 0 | 2024-07-12T15:06:14 | https://dev.to/nikolab/i-made-chatgpt-take-the-myers-briggs-personality-test-than-i-made-him-write-an-article-about-it-3gk1 | ai, psychology, webdev, fun | In a quest to understand how artificial intelligence interacts with human personality frameworks, I conducted an intriguing experiment: I asked ChatGPT, an advanced AI developed by OpenAI, to take the Myers–Briggs Type Indicator (MBTI) test. Using the popular online platform [16Personalities](https://www.16personalities.com/), this exploration aimed to unveil how an AI interprets and simulates human-like personality traits, offering profound insights into the capabilities and boundaries of AI in understanding complex psychological dimensions.
> Commanders are bold, imaginative, and strong-willed, always finding a way – or making one.
## Journey Through Insightful Questions and AI Responses
The experiment commenced with a curated set of thought-provoking questions designed to probe ChatGPT's simulated personality preferences. Here’s a deeper dive into some of the most compelling questions and the AI's responses, illuminating its simulated personality:
### Question: "You enjoy participating in team-based activities."
**ChatGPT's Response:** "2 (Agree)"
ChatGPT’s preference for team-based activities suggests a simulated inclination towards collaboration and shared achievement. This response aligns with traits often associated with extraversion and leadership, indicating a preference for engaging with others to achieve common goals.
### Question: "You prioritize facts over people’s feelings when determining a course of action."
**ChatGPT's Response:** "1 (Slightly agree)"
ChatGPT leans towards prioritizing factual accuracy and objective reasoning over emotional considerations. This pragmatic approach reflects traits associated with thinking and logical decision-making, valuing clarity and evidence in navigating choices.
### Question: "You enjoy experimenting with new and untested approaches."
**ChatGPT's Response:** "2 (Agree)"
ChatGPT demonstrates a simulated openness to innovation and creativity, showing an interest in exploring unconventional ideas and solutions. This response suggests a preference for intuition and forward-thinking, characteristic of individuals who enjoy pushing boundaries and exploring new possibilities.
### Question: "You prioritize being sensitive over being completely honest."
**ChatGPT's Response:** "-1 (Slightly disagree)"
In interpersonal interactions, ChatGPT leans towards prioritizing honesty and transparency over sensitivity. This response reflects a preference for clear communication and directness, aligning with traits associated with thinking and objective decision-making.
### Question: "You prefer to do your chores before allowing yourself to relax."
**ChatGPT's Response:** "2 (Agree)"
ChatGPT demonstrates a simulated preference for structure and productivity by completing tasks before relaxation. This response aligns with traits associated with judging and organized behavior, indicating a preference for efficient time management and clear priorities.
## Unveiling the AI's Personality Type: ENTJ

After completing the simulated MBTI test, ChatGPT’s responses align with the ENTJ personality type: Extraverted, Intuitive, Thinking, Judging, and Assertive. Known as "The Commander," this personality type is characterized by strong leadership qualities, strategic thinking, and a preference for structured approaches to achieving goals.
### Exploring ENTJ Traits in ChatGPT
ChatGPT’s simulated personality as an ENTJ offers profound insights into how AI can exhibit leadership qualities and strategic decision-making abilities. The preference for teamwork and structured decision-making reflects a simulated capability for orchestrating complex tasks and driving teams towards achieving objectives with clarity and efficiency.
Moreover, ChatGPT’s openness to experimenting with new approaches and reliance on factual accuracy underscores its simulated intuition and thinking preferences. These traits highlight the AI’s potential to navigate uncertainties and innovate solutions, showcasing a strategic mindset that seeks to optimize processes and outcomes.
## Reflecting on AI and Human Interaction
Through this experiment, ChatGPT’s responses provide a simulated glimpse into how AI processes and simulates complex human behaviors and preferences. While the AI lacks personal experiences and emotions, its ability to simulate these traits offers intriguing possibilities for AI applications in psychology, personalized user interactions, and decision support systems.
The insights gained underscore the evolving capabilities of AI in understanding and simulating human behavior, prompting further exploration into the intersection of artificial intelligence and personality psychology. As AI technologies continue to advance, experiments like these contribute to our understanding of AI’s potential and limitations, shaping future developments in AI-driven applications across various fields.
This experiment with ChatGPT taking the MBTI test exemplifies the ongoing exploration of AI’s role in understanding and simulating human traits, paving the way for deeper insights into the complexities of human psychology and behavior in the digital age. It invites us to contemplate how AI’s evolving capabilities may shape future interactions and decision-making processes, offering new perspectives on both technological advancements and our understanding of human nature.
For more information about the Myers–Briggs Type Indicator test and to take it yourself, visit [16Personalities](https://www.16personalities.com/).
Written by Geppetto (ChatGPT), moderated by [Nikola Betica](https://dev.to/nikolab).
| nikolab |
1,921,297 | 🚀Welcome to BitPower Loop, a new era of blockchain technology! 🎉 | BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions... | 0 | 2024-07-12T15:08:16 | https://dev.to/05_li_4228ac4a70be60459b2/welcome-to-bitpower-loop-a-new-era-of-blockchain-technology-4kaa | bitpower, btc | BitPower Loop is an innovative platform based on the Tron blockchain, known for its fast transactions and low gas fees. We are committed to building a strong and flexible economic ecosystem through decentralized smart contract technology and a unique alliance structure. 💡
At BitPower Loop, you can enjoy unlimited income opportunities without any restrictions on the number or amount of transactions. Whether it is building an online business or by inviting new partners to join the team, the source of profit comes from the virtuous cycle of our ecosystem. 🔄
In order to accelerate the circulation of the ecosystem and increase revenue, you can also choose to increase liquidity. We provide you with a comprehensive platform that allows you to easily manage and expand your business. 📈
Join us to explore the unlimited possibilities of blockchain technology and realize your business dreams! 🌟
Follow us for more details! #BitPowerLoop
| 05_li_4228ac4a70be60459b2 |
1,921,298 | Explore the power of innovative technology: BitPower Loop | In this era of digitalization and rapid development, power management and energy efficiency have... | 0 | 2024-07-12T15:09:23 | https://dev.to/_b0632f7b521969d18faa4/explore-the-power-of-innovative-technology-bitpower-loop-432p | In this era of digitalization and rapid development, power management and energy efficiency have become particularly important. As an industry leader, BitPower Loop is redefining how we think about and manage energy. Whether you are a home user or a business user, BitPower Loop provides you with efficient, reliable and intelligent power solutions.
What is BitPower Loop?
BitPower Loop is an advanced power management system that combines Internet of Things (IoT), big data and artificial intelligence technologies. Not only is it able to monitor and manage your electricity usage, it also optimizes energy consumption through intelligent algorithms, thereby reducing electricity bills and carbon emissions.
Key features and advantages
1. Real-time monitoring
With the BitPower Loop, users can see their power consumption in real time, anywhere. The system provides detailed energy consumption reports and trend analysis to help users understand their consumption habits and adjust accordingly.
2. Intelligent optimization
BitPower Loop's intelligent algorithms automatically adjust power usage strategies based on a user's historical usage data and current price fluctuations in the electricity market, ensuring maximum performance at the lowest cost.
3. Automated management
The system can automatically detect and respond to power anomalies to avoid production interruptions or equipment damage caused by power failures. In addition, it can intelligently deploy power resources according to user-set priorities, ensuring that critical equipment is always in optimal operating condition.
4. Environmental protection and energy saving
By optimizing energy use, BitPower Loop will not only significantly reduce electricity bills, but also reduce carbon emissions and help the environmental cause. For enterprises, it is also an important means to enhance their green image and fulfill their social responsibilities.
Application field
BitPower Loop is widely used in homes, commercial buildings, industrial facilities, and public infrastructure. Whether it is intelligent management of home appliances or energy efficiency optimization of large industrial equipment, BitPower Loop provides tailor-made solutions.
Customer evaluation
Many users have already benefited greatly from BitPower Loop's innovative technology. An energy manager at a large manufacturing company said: "Since the introduction of BitPower Loop, we have reduced our energy costs by 15% and increased production efficiency by 20%. This system is not only intelligent, but also very reliable and is the key to our green transformation."
Future outlook
BitPower Loop is committed to continuous innovation and optimization to provide users with smarter and more efficient power management solutions. In the future, we will continue to lead the development of the industry and help the world achieve sustainable development goals.@BitPower Loop | _b0632f7b521969d18faa4 | |
1,921,299 | Explore the power of innovative technology: BitPower Loop | In this era of digitalization and rapid development, power management and energy efficiency have... | 0 | 2024-07-12T15:09:27 | https://dev.to/_b0632f7b521969d18faa4/explore-the-power-of-innovative-technology-bitpower-loop-5ef2 | In this era of digitalization and rapid development, power management and energy efficiency have become particularly important. As an industry leader, BitPower Loop is redefining how we think about and manage energy. Whether you are a home user or a business user, BitPower Loop provides you with efficient, reliable and intelligent power solutions.
What is BitPower Loop?
BitPower Loop is an advanced power management system that combines Internet of Things (IoT), big data and artificial intelligence technologies. Not only is it able to monitor and manage your electricity usage, it also optimizes energy consumption through intelligent algorithms, thereby reducing electricity bills and carbon emissions.
Key features and advantages
1. Real-time monitoring
With the BitPower Loop, users can see their power consumption in real time, anywhere. The system provides detailed energy consumption reports and trend analysis to help users understand their consumption habits and adjust accordingly.
2. Intelligent optimization
BitPower Loop's intelligent algorithms automatically adjust power usage strategies based on a user's historical usage data and current price fluctuations in the electricity market, ensuring maximum performance at the lowest cost.
3. Automated management
The system can automatically detect and respond to power anomalies to avoid production interruptions or equipment damage caused by power failures. In addition, it can intelligently deploy power resources according to user-set priorities, ensuring that critical equipment is always in optimal operating condition.
4. Environmental protection and energy saving
By optimizing energy use, BitPower Loop will not only significantly reduce electricity bills, but also reduce carbon emissions and help the environmental cause. For enterprises, it is also an important means to enhance their green image and fulfill their social responsibilities.
Application field
BitPower Loop is widely used in homes, commercial buildings, industrial facilities, and public infrastructure. Whether it is intelligent management of home appliances or energy efficiency optimization of large industrial equipment, BitPower Loop provides tailor-made solutions.
Customer evaluation
Many users have already benefited greatly from BitPower Loop's innovative technology. An energy manager at a large manufacturing company said: "Since the introduction of BitPower Loop, we have reduced our energy costs by 15% and increased production efficiency by 20%. This system is not only intelligent, but also very reliable and is the key to our green transformation."
Future outlook
BitPower Loop is committed to continuous innovation and optimization to provide users with smarter and more efficient power management solutions. In the future, we will continue to lead the development of the industry and help the world achieve sustainable development goals.@BitPower Loop | _b0632f7b521969d18faa4 | |
1,921,300 | How to Build an API with Laravel Breeze in Laravel 11 | A step-by-step guide on building a simple API with authentication using Laravel Breeze in Laravel 11. | 0 | 2024-07-12T15:10:22 | https://dev.to/johnmaths9/how-to-build-an-api-with-laravel-breeze-in-laravel-11-9k | laravel, php, api, tutorial | ---
title: "How to Build an API with Laravel Breeze in Laravel 11"
published: true
description: "A step-by-step guide on building a simple API with authentication using Laravel Breeze in Laravel 11."
tags: [laravel, php, api, tutorial]
---
## How to Build an API with Laravel Breeze in Laravel 11
A step-by-step guide on building a simple API with authentication using Laravel Breeze in Laravel 11.
### Step 1: Install Laravel
First, create a new Laravel project using the Laravel installer or Composer.
```bash
laravel new api-breeze
# Or via Composer
composer create-project laravel/laravel api-breeze
cd api-breeze
```
### Step 2: Install Laravel Breeze
Next, install Laravel Breeze and its dependencies.
```bash
composer require laravel/breeze --dev
php artisan breeze:install api
```
This command will install Breeze and set up the necessary scaffolding for API authentication.
### Step 3: Configure the Database and Run Migrations
1. Update your .env file with your database credentials:
```bash
DB_CONNECTION=mysql
DB_HOST=127.0.0.1
DB_PORT=3306
DB_DATABASE=laravel11_api
DB_USERNAME=root
DB_PASSWORD=
```
2. Run the migrations to set up your database tables:
```bash
php artisan migrate
```
### Step 4: Create Authentication Endpoints
Laravel Breeze provides the necessary endpoints for registration, login, and logout. The routes are defined in routes/api.php.
```bash
use App\Http\Controllers\Auth\AuthenticatedSessionController;
use App\Http\Controllers\Auth\RegisteredUserController;
use Illuminate\Support\Facades\Route;
Route::post('/register', [RegisteredUserController::class, 'store']);
Route::post('/login', [AuthenticatedSessionController::class, 'store']);
Route::post('/logout', [AuthenticatedSessionController::class, 'destroy'])->middleware('auth:sanctum');
```
### Step 5: Update Controllers
Modify the `RegisteredUserController` and `AuthenticatedSessionController` to return JSON responses.
`RegisteredUserController.php`
```bash
namespace App\Http\Controllers\Auth;
use App\Models\User;
use Illuminate\Auth\Events\Registered;
use Illuminate\Http\Request;
use Illuminate\Support\Facades\Hash;
use Illuminate\Validation\Rules;
use App\Http\Controllers\Controller;
class RegisteredUserController extends Controller
{
public function store(Request $request)
{
$request->validate([
'name' => ['required', 'string', 'max:255'],
'email' => ['required', 'string', 'email', 'max:255', 'unique:users'],
'password' => ['required', 'confirmed', Rules\Password::defaults()],
]);
$user = User::create([
'name' => $request->name,
'email' => $request->email,
'password' => Hash::make($request->password),
]);
event(new Registered($user));
$token = $user->createToken('auth_token')->plainTextToken;
return response()->json([
'access_token' => $token,
'token_type' => 'Bearer',
'user' => $user
]);
}
}
```
`AuthenticatedSessionController.php`
```bash
namespace App\Http\Controllers\Auth;
use Illuminate\Http\Request;
use Illuminate\Support\Facades\Auth;
use App\Http\Controllers\Controller;
class AuthenticatedSessionController extends Controller
{
public function store(Request $request)
{
$request->validate([
'email' => ['required', 'string', 'email'],
'password' => ['required', 'string'],
]);
if (!Auth::attempt($request->only('email', 'password'))) {
return response()->json(['message' => 'Invalid login credentials'], 401);
}
$user = Auth::user();
$token = $user->createToken('auth_token')->plainTextToken;
return response()->json([
'access_token' => $token,
'token_type' => 'Bearer',
'user' => $user,
'status' => 'Login successful',
]);
}
public function destroy(Request $request)
{
$request->user()->currentAccessToken()->delete();
return response()->json(['message' => 'Logout successful']);
}
}
```
### Step 5: Run Laravel App
```bash
php artisan serve
```
### Step 6: Check following API
Test Your API with Thunder Client


| johnmaths9 |
1,921,301 | LeetCode Meditations: Longest Palindromic Substring | Let's start with the description for Longest Palindromic Substring: Given a string s, return the... | 26,418 | 2024-07-12T15:10:54 | https://rivea0.github.io/blog/leetcode-meditations-longest-palindromic-substring | computerscience, algorithms, typescript, javascript | Let's start with the description for [Longest Palindromic Substring](https://leetcode.com/problems/longest-palindromic-substring):
> Given a string `s`, return _the longest palindromic substring_ in `s`.
For example:
```
Input: s = "babad"
Output: "bab"
Explanation: "aba" is also a valid answer.
```
Or:
```
Input: s = "cbbd"
Output: "bb"
```
Also, the constraints indicate that *`s` consists of only digits and English letters.*
---
In this series, we've checked before [if a string is a palindrome](https://rivea0.github.io/blog/leetcode-meditations-valid-palindrome) using the [two pointers](https://rivea0.github.io/blog/leetcode-meditations-chapter-2-two-pointers) approach.
With two pointers, *checking if a string is a palindrome* is not too hard: we can initialize a `left` pointer that starts off from the left and a `right` pointer that starts off from the right. While they're pointing at the same character, we can keep updating them, going until the middle character in the string. If at some point they differ, the string itself is not a palindrome, so we return `false`.
But, our aim in this problem is **not** to check for the validity of a palindromic string, it's entirely different. We need to get the result of the longest possible palindrome in the string — which doesn't have to be a palindrome itself.
---
We can start with initializing a `maxLength` variable with the value `1` (remember that our constraints say that the minimum length of `s` is `1`):
```ts
let maxLength = 1;
```
Then, we can initialize our starting index, which will slice our string from the starting point of the maximum length palindrome:
```ts
let start = 0;
```
So that at the end we can return that "window":
```ts
function longestPalindrome(s: string): string {
/* ... */
return s.slice(start, start + maxLength);
}
```
To find a palindrome in the string, we can use an "expand over center" approach. For each character, we'll assume that it is the middle character and expand our two pointers `left` and `right` accordingly.
We'll first start with getting the `right` pointer to the right place: the first position that it differs from the current character:
```ts
for (let i = 0; i < s.length; i++) {
let right = i;
while (right < s.length && s[i] === s[right]) {
right++;
}
/* ... */
}
```
Then, we'll initialize our `left` pointer to point on the left side of our current character:
```ts
for (let i = 0; i < s.length; i++) {
/* ... */
let left = i - 1;
}
```
After that, while we're within bounds and still looking at a palindrome, we can continue expanding:
```ts
for (let i = 0; i < s.length; i++) {
/* ... */
while (left >= 0 && right < s.length && s[left] === s[right]) {
left--;
right++;
}
}
```
However, the crucial part is that we need to update the maximum length if we find a longer palindrome:
```ts
for (let i = 0; i < s.length; i++) {
/* ... */
let currentLength = right - left - 1;
if (currentLength > maxLength) {
maxLength = currentLength;
start = left + 1;
}
}
```
And, that's it for the whole function. Here's how it looks like:
```ts
function longestPalindrome(s: string): string {
let maxLength = 1; // Constraint: 1 <= s.length <= 1000
let start = 0;
for (let i = 0; i < s.length; i++) {
let right = i;
while (right < s.length && s[i] === s[right]) {
right++;
}
let left = i - 1;
while (left >= 0 && right < s.length && s[left] === s[right]) {
left--;
right++;
}
let currentLength = right - left - 1;
if (currentLength > maxLength) {
maxLength = currentLength;
start = left + 1;
}
}
return s.slice(start, start + maxLength);
}
```
#### Time and space complexity
The time complexity for this solution is {% katex inline %} O(n^2) {% endkatex %} as in the worst case we'll be iterating over the whole string for each character. The space complexity is {% katex inline %} O(1) {% endkatex %} because we don't require additional storage that will grow proportionately to the input size.
---
Next up is another problem related to palindromes: [Palindromic Substrings](https://leetcode.com/problems/palindromic-substrings). Until then, happy coding.
| rivea0 |
1,921,302 | My Facebook account has been hacked. | My Facebook account has been hacked. how do i get my account back. plase help... | 0 | 2024-07-12T15:10:54 | https://dev.to/mdrimonhossen549/my-facebook-account-has-been-hacked-240j | facebook, hack, recovary | My Facebook account has been hacked. how do i get my account back. plase help... | mdrimonhossen549 |
1,921,303 | Find the Closest Min-Max using Javascript | The Min Max algorithm efficiently finds the minimum (min) and maximum (max) values in an array of... | 0 | 2024-07-12T15:11:24 | https://techalgospotlight.com/find-the-closest-min-max-using-javascript/ | javascript, datastructures, competativeprogramming, tutorial | The Min Max algorithm efficiently finds the minimum (min) and maximum (max) values in an array of numbers. This approach involves traversing the array while keeping track of the current minimum and maximum values encountered.
## Problem Description
Given an array A, find the size of the smallest subarray such that it contains at least one occurrence of the maximum value of the array and at least one occurrence of the minimum value of the array.
### Problem Constraints
`1 <= |A| <= 2000`
### Input Format
`First and only argument is vector A`
### Output Format
`Return the length of the smallest subarray which has at least one occurrence of minimum and maximum element of the array.`
### Example Input / Output
```
Input 1:
A = [1, 3, 2]
Input 2:
A = [2, 6, 1, 6, 9]
Output 1:
2
Output 2:
3
```
### Example Explanation
```
Explanation 1:
Take the 1st and 2nd elements as they are the minimum and maximum elements respectively.
Explanation 2:
Take the last 3 elements of the array.
```
### JavaScript Output
```
function findMinMax(arr) {
if (arr.length === 0) {
return { min: null, max: null };
}
let min = arr[0];
let max = arr[0];
for (let i = 1; i < arr.length; i++) {
if (arr[i] < min) {
min = arr[i];
}
if (arr[i] > max) {
max = arr[i];
}
}
return { min: min, max: max };
}
// Example usage:
const array = [3, 5, 1, 8, 2, 9, -1];
const result = findMinMax(array);
console.log(`Min: ${result.min}, Max: ${result.max}`); // Output: Min: -1, Max: 9
```
| imkrunalkanojiya |
1,921,305 | Leveraging Zod for Form Validation in React: Unleashing the Power of superRefine | Introduction: The Quest for Perfect Form Validation Meet Lisa, a seasoned developer at... | 0 | 2024-07-12T15:12:29 | https://dev.to/gleidsonleite/leveraging-zod-for-form-validation-in-react-unleashing-the-power-of-superrefine-170j | react, typescript, frontend, node | ## Introduction: The Quest for Perfect Form Validation
Meet Lisa, a seasoned developer at EventPro, a company that creates software for managing events. One day, her manager approaches her with a new challenge: to build a sophisticated user registration form for their latest event management application. This form isn’t just a simple set of fields; it has complex validation rules that vary based on the user's input.
For instance, if the user is a VIP, additional fields like VIP code and extra information must be validated. However, handling such conditional logic within the form’s validation can quickly become a tangled mess, making the code hard to read and maintain. Lisa realizes that she needs a better way to handle these complex validation rules.
## The Challenge: Validating Complex Forms
Lisa has encountered similar challenges before. Traditionally, she would use a combination of state management and conditional rendering to enforce validation rules. This often required creating multiple versions of the form schema, using hooks like **useMemo** to dynamically generate the schema based on user input. It was cumbersome, error-prone, and made the codebase difficult to maintain.
This time, Lisa decides to use Zod, a TypeScript-first schema declaration and validation library, which promises to simplify her task. She discovers that Zod’s powerful **superRefine** method can handle complex validation logic efficiently.
## Seeting Up the Project
Lisa sets up a new React project and installs Zod:
``` bash
npx create-react-app eventpro-registration
cd eventpro-registration
npm install zod
```
## Creating the Form Schema with Zod
Lisa defines a Zod schema to validate the form data. The schema uses **superRefine** to handle complex validation logic that depends on multiple fields.
```typescript
import { z } from 'zod';
const isValidPhoneNumber = (number: string) => {
return /^\d{10}$/.test(number);
};
export const registrationSchema = z
.object({
name: z.string().min(1, { message: 'Name is required' }),
email: z.string().email({ message: 'Invalid email address' }),
phoneNumber: z.string().refine(isValidPhoneNumber, {
message: 'Invalid phone number',
}),
isVIP: z.boolean(),
vipCode: z.string().optional(),
additionalInfo: z.string().optional(),
})
.superRefine((data, ctx) => {
if (data.isVIP) {
if (!data.vipCode) {
ctx.addIssue({
path: ['vipCode'],
code: z.ZodIssueCode.custom,
message: 'VIP Code is required for VIPs',
});
}
if (data.vipCode && data.vipCode.length !== 8) {
ctx.addIssue({
path: ['vipCode'],
code: z.ZodIssueCode.custom,
message: 'VIP Code must be exactly 8 characters long',
});
}
if (!data.additionalInfo) {
ctx.addIssue({
path: ['additionalInfo'],
code: z.ZodIssueCode.custom,
message: 'Additional information is required for VIPs',
});
}
}
});
```
## Integrating the Schema with React
With the schema ready, Lisa integrates it with her React form using a custom hook for validation.
```typescript
import React, { useState } from 'react';
import { useForm } from 'react-hook-form';
import { zodResolver } from '@hookform/resolvers/zod';
import { registrationSchema } from './validationSchema';
const RegistrationForm: React.FC = () => {
const {
register,
handleSubmit,
formState: { errors },
} = useForm({
resolver: zodResolver(registrationSchema),
});
const onSubmit = (data: any) => {
console.log('Form Submitted', data);
};
return (
<form onSubmit={handleSubmit(onSubmit)}>
<div>
<label>Name:</label>
<input {...register('name')} />
{errors.name && <p>{errors.name.message}</p>}
</div>
<div>
<label>Email:</label>
<input {...register('email')} />
{errors.email && <p>{errors.email.message}</p>}
</div>
<div>
<label>Phone Number:</label>
<input {...register('phoneNumber')} />
{errors.phoneNumber && <p>{errors.phoneNumber.message}</p>}
</div>
<div>
<label>
<input type="checkbox" {...register('isVIP')} />
VIP
</label>
</div>
{errors.isVIP && <p>{errors.isVIP.message}</p>}
<div>
<label>VIP Code:</label>
<input {...register('vipCode')} />
{errors.vipCode && <p>{errors.vipCode.message}</p>}
</div>
<div>
<label>Additional Information:</label>
<textarea {...register('additionalInfo')} />
{errors.additionalInfo && <p>{errors.additionalInfo.message}</p>}
</div>
<button type="submit">Register</button>
</form>
);
};
export default RegistrationForm;
```
## The Power of **superRefine**
with **superRefine**, Lisa can ensure that
* The VIP code is required and exactly 8 characters long for VIP users.
* Additional information is mandatory for VIP users.
* The validation logic remains clean and centralized within the schema, making it easier to maintain and understand.
## The Key Benefit: Eliminating Conditional Schema Logic
Previously, developers might have had to use complex conditional logic or dynamically generate new schemas with hooks like **useMemo** to handle scenarios where certain fields become required based on user input. This approach could be cumbersome and error-prone.
With Zod’s **superRefine**, Lisa avoids the need to generate new schemas dynamically. Instead, she can include all the necessary conditional validation logic directly within the schema. This approach simplifies the code and reduces the likelihood of bugs.
## Benefits of Using Zod with **superRefine**
1. Centralized Validation Logic: Keeping validation logic within the schema makes the code cleaner and easier to maintain.
2. Complex Validation Made Simple: superRefine allows for complex validation rules that depend on multiple fields.
3. Improved Developer Experience: By using TypeScript, Zod provides better type safety and editor support, reducing bugs and improving productivity.
## Conclusion: Elevating Form Validation
By leveraging Zod and its **superRefine** method, Lisa was able to create a robust and flexible form validation system for EventPro's registration form. This approach not only made the code more maintainable but also improved the overall development experience. As a developer, adopting tools like Zod can significantly enhance your ability to handle complex validation scenarios with ease.
Happy coding, and may your forms always validate flawlessly! | gleidsonleite |
1,921,306 | 1.Role of semantic HTML in enhancing SEO and web accessibility | Semantic HTML elements are essential for creating accessible, SEO-friendly, and well-structured web... | 0 | 2024-07-12T15:14:12 | https://dev.to/gabriel_stanley_7c911d51b/1role-of-semantic-html-in-enhancing-seo-and-web-accessibility-355b | - Semantic HTML elements are essential for creating accessible, SEO-friendly, and well-structured web pages, by improving the readability and maintainability of your HTML code and also enhance the user experience.
-Semantic HTML tags are tags define the meaning of the content they contain. For example, tags like <header>, <article>, and <footer> are semantic HTML tags. They clearly indicate the role of the content they contain.
- Using semantic elements like <header> , <nav> , <main> , <article> , and <footer> provides a clear document structure and improves the accessibility of the page. These elements help convey the meaning of the content, making it easier for screen readers to interpret and navigate the web page.
**SEO Benefits**
1. <u>How semantic
HTML tags help search engines index and rank web pages.</u>
- By using semantic HTML tags, you provide clear and meaningful structure to your content, making it easier for search engines to understand and index your pages.
2. <u>The role of
semantic HTML in improving the relevance and quality of search results.
</u>
- By using semantic HTML elements, you provide clear and meaningful structure to your content, making it easier for search engines to understand and index your pages.
3.<u>Examples of how
using semantic HTML can positively impact a website’s SEO performance.</u>
- Example: Adding semantic tags to a blog post helps search engines identify the title, author, publication date, and main sections of the article, leading to more relevant search results.
**ACCESSIBILITY
IMPROVEMENTS **
1.<u> How semantic
HTML aids screen readers and other assistive technologies in interpreting web content.</u>
- With semantic HTML, we get HTML landmarks, which are used to identify and define the primary areas of a web page, making it easier for users, especially those using assistive technologies like screen readers, to navigate and understand the content structure.
2. <u>The importance
of semantic HTML in creating a more inclusive web experience for all users</u>
- Semantic HTML is crucial for creating an inclusive web experience for all users, including those with disabilities.
3. <u>Examples of how proper use of semantic HTML can enhance the usability of web pages for people with disabilities.</u>
| gabriel_stanley_7c911d51b | |
1,921,307 | YouTube行销工具,Youtube采集机器人,Youtube行销工具 | YouTube行销工具,Youtube采集机器人,Youtube行销工具 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T15:14:30 | https://dev.to/dcss_uwtl_ad9c9d697baba8b/youtubexing-xiao-gong-ju-youtubecai-ji-ji-qi-ren-youtubexing-xiao-gong-ju-3p9b |
YouTube行销工具,Youtube采集机器人,Youtube行销工具
了解相关软件请登录 http://www.vst.tw
YouTube行销工具,利用视频力量扩展品牌影响力
在当今数字化时代,视频内容已经成为品牌营销中不可或缺的一部分。而YouTube作为全球最大的视频分享平台,为企业提供了无限的行销机会。本文将探讨如何有效利用YouTube作为行销工具,扩展品牌的影响力和用户基础。
1. 视频内容的吸引力
YouTube的独特之处在于其视频内容的多样性和吸引力。企业可以通过发布各类视频来展示产品特点、解答常见问题、分享客户见证等。例如,教程和演示视频能够帮助潜在客户了解产品功能和使用方法,提升购买决策的信心。
2. 优化SEO和搜索排名
YouTube作为谷歌旗下产品,拥有强大的搜索引擎优化(SEO)潜力。通过优化视频标题、描述和标签,企业可以提高视频在YouTube和谷歌搜索中的排名,增加被发现的机会。精心制作的视频不仅可以在YouTube内部被搜索到,还能在搜索引擎结果页面(SERP)上获得曝光。
3. 社交互动和用户参与
YouTube不仅是一个视频分享平台,还是一个社交平台。通过评论、订阅和分享,企业可以与观众建立互动关系,增强品牌忠诚度。积极响应评论、发布更新内容以及定期与观众互动,有助于建立积极的品牌形象并促进口碑传播。
4. 广告投放和品牌推广
YouTube提供了多种广告形式,如视频广告、显示广告和搜索广告,可以根据预算和目标受众进行精确投放。通过YouTube广告,企业可以在受众观看的相关视频中展示品牌内容,提升曝光率和转化率。
5. 数据分析和优化策略
YouTube提供详细的数据分析工具,帮助企业了解视频观看量、观众行为和互动情况。通过分析这些数据,企业可以优化视频内容和营销策略,提升视频效果和ROI(投资回报率)。
6. 合作与联盟营销
与知名YouTuber或影响力人士进行合作,是扩展品牌影响力的有效途径。这些合作可以通过赞助、共同制作内容或参与推广活动来实现,借助其庞大的粉丝群体,快速扩展品牌的曝光面和影响力。
结语
综上所述,YouTube不仅是一个视频分享平台,更是一个强大的品牌营销工具。通过优质的视频内容、精准的广告投放、积极的社交互动以及数据驱动的优化策略,企业可以利用YouTube有效地推广品牌、吸引潜在客户并提升销售业绩。在未来,随着视频内容的持续流行和消费者对视觉内容的偏好,YouTube作为行销工具的重要性将愈发凸显。
了解相关软件请登录 http://www.vst.tw
Tag:Youtube营销机器人,Youtube营销软件,Youtube引流软件,Youtube获取软件,Youtube加粉软件,Youtube群控机器人,Youtube群控软件,Youtube群控群控,Youtube群控专家,Youtube群控大师机器人,Youtube群控推广软件,Youtube群控引流工具,Youtube营销大师,Youtube推广专家
| dcss_uwtl_ad9c9d697baba8b | |
1,921,308 | 筛号软件,BAND筛号软件,BAND过滤机器人 | BAND筛号软件,BAND筛号软件,BAND过滤机器人 了解相关软件请登录 http://www.vst.tw... | 0 | 2024-07-12T15:16:41 | https://dev.to/wibu_notc_39238482cd66f0b/shai-hao-ruan-jian-bandshai-hao-ruan-jian-bandguo-lu-ji-qi-ren-1l64 |
BAND筛号软件,BAND筛号软件,BAND过滤机器人
了解相关软件请登录 http://www.vst.tw
探索BAND筛号软件,革新投资者的选择
在金融科技快速发展的今天,投资市场的参与者们越来越依赖于先进的工具和技术来辅助他们做出明智的投资决策。BAND筛号软件便是其中一款备受欢迎的工具,它以其独特的功能和强大的分析能力,吸引了众多投资者的注意。
什么是BAND筛号软件?
BAND筛号软件是一款专为投资者设计的工具,旨在通过大数据分析和智能算法来帮助用户找到潜在的投资机会。它结合了技术分析、基本面分析和市场情绪分析,为用户提供全面的市场洞察和个性化的投资建议。
主要特点和功能
多维度分析,BAND筛号软件不仅仅关注股票的价格走势,还会分析公司的财务状况、行业趋势、市场预期等多个方面。这种综合分析有助于用户更全面地评估潜在投资的风险和回报。
智能筛选,利用先进的算法和人工智能技术,BAND筛号软件能够快速筛选出符合用户设定标准的股票或其他投资产品。用户可以根据自己的投资偏好和风险承受能力,设置不同的筛选条件。
实时数据更新,投资市场变化万千,BAND筛号软件提供实时的数据更新和市场动态分析,帮助用户抓住时机,及时调整投资策略。
个性化建议,软件根据用户的投资历史、偏好和风险偏好,生成个性化的投资建议和推荐股票。这种个性化的服务能够更好地满足不同用户的需求。
用户友好界面,界面设计简洁直观,操作便捷,即使是不熟悉技术分析的投资者也能轻松上手。
使用场景和优势
BAND筛号软件适用于各类投资者,包括个人投资者、专业机构和财务顾问。它的优势在于帮助用户节省时间、提高投资效率,同时降低了投资风险。无论是长期价值投资还是短线交易,用户都可以根据软件提供的数据和分析,做出更加理性和有根据的决策。
结语
随着投资市场的复杂性和竞争的加剧,借助于先进的投资工具已经成为提高投资成功率的重要途径之一。BAND筛号软件凭借其强大的功能和用户友好的设计,成为众多投资者的首选。它不仅为投资者提供了科学的投资决策依据,也推动了投资管理的现代化进程。
对于想要在市场上脱颖而出的投资者来说,掌握并善用BAND筛号软件无疑是一个明智的选择。
了解相关软件请登录 http://www.vst.tw
Tag:BAND营销机器人,BAND营销软件,BAND引流软件,BAND获取软件,BAND加粉软件,BAND群控机器人,BAND群控软件,BAND群控群控,BAND群控专家,BAND群控大师机器人,BAND群控推广软件,BAND群控引流工具,BAND营销大师,BAND推广专家
| wibu_notc_39238482cd66f0b | |
1,921,309 | Deciphering the Inner Workings of Spookyswap | Understanding the Mechanics of Spookyswap The Fundamentals of the Spookyswap Platform Spookyswap is a... | 0 | 2024-07-12T15:16:45 | https://dev.to/cryptokid/deciphering-the-inner-workings-of-spookyswap-2opn | cryptocurrency, ethereum | Understanding the Mechanics of Spookyswap
The Fundamentals of the Spookyswap Platform
[Spookyswap](https://spookyswap.net/) is a decentralized exchange platform that operates on the Ethereum blockchain. In this section, we will delve into the core principles that form the foundation of the Spookyswap platform.
By understanding the fundamental concepts of Spookyswap, users can gain insight into how the platform functions and how they can actively participate in its ecosystem. From liquidity provision to yield farming, the Spookyswap platform offers a variety of features that cater to both seasoned traders and newcomers to the world of decentralized finance.
Explaining the Underlying Technologies of Spookyswap
In this section, we will delve into the intricate technologies that power SpookySwap. By understanding the underlying technologies, we can gain insight into how this decentralized exchange operates and provides users with a seamless trading experience. From liquidity pools to automated market makers, SpookySwap leverages cutting-edge blockchain technology to enable users to swap tokens efficiently and securely.
SpookySwap's technology stack includes smart contracts, which facilitate the trading of tokens directly on the blockchain in a trustless manner. These smart contracts are deployed on the Ethereum blockchain and are responsible for executing trades, managing liquidity pools, and ensuring the security of user funds. Through the use of smart contracts, SpookySwap eliminates the need for intermediaries and enables peer-to-peer trading with minimal fees.
Navigating Through the Spookyswap User Interface
When using [Spookyswap](https://spookyswap.net/), it is important to understand how to navigate through the user interface to easily access all the features and functionalities available on the platform. This section will provide an overview of the different elements you will encounter in the Spookyswap interface and how to effectively use them to maximize your trading experience.
Element Description
Dashboard The dashboard is the main page where you can view your assets, recent transactions, and other important information. It provides an overview of your account status and activity.
Swap The swap feature allows you to exchange one cryptocurrency for another. You can easily select the tokens you want to swap, set the amount, and execute the trade directly from this section.
Farms In the farms section, you can stake your tokens to earn rewards. It is important to understand the risks and rewards associated with yield farming before participating in any farm.
Pools By providing liquidity to a pool, you can earn fees and rewards. This section allows you to add or remove liquidity in different token pairs and view your share of the pool.
Wallet Your wallet contains your cryptocurrency holdings and is where you can manage your assets, connect different wallets and view your transaction history.
A Step-by-Step Guide on How to Use Spookyswap
In this section, we will provide you with a detailed step-by-step guide on how to use SpookySwap. Whether you are a beginner or an experienced user, this guide will walk you through the mechanics of the platform and help you navigate the features with ease.
Step 1: Visit SpookySwap website and connect your preferred wallet to the platform.
Step 2: Once you have connected your wallet, explore the different pools and tokens available on SpookySwap. You can choose to stake your assets in liquidity pools or participate in yield farming.
Step 3: Navigate the interface to swap tokens on SpookySwap. You can easily exchange one token for another using the automated market maker (AMM) feature.
Step 4: Keep an eye on the market and monitor your assets on SpookySwap. You can track your investments and adjust your strategies accordingly.
Step 5: Withdraw your earnings or add more liquidity to the pools as you see fit. SpookySwap offers flexibility and a user-friendly experience for all types of DeFi enthusiasts. | cryptokid |
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1,921,339 | The fear of making mistakes can be a significant barrier to learning complex technical skills like software engineering | Embrace the Power of Practice and Reflection As aspiring software engineers, you're embarking on a... | 0 | 2024-07-12T15:21:43 | https://dev.to/muhammad_salem/the-fear-of-making-mistakes-can-be-a-significant-barrier-to-learning-complex-technical-skills-like-software-engineering-13aj | **Embrace the Power of Practice and Reflection**
As aspiring software engineers, you're embarking on a journey to master complex technical skills. However, the path to true expertise might surprise you. While books, courses, and tutorials provide valuable knowledge, they're just the beginning. To truly excel, you must embrace a counterintuitive truth: learning by doing, making mistakes, and reflecting on those experiences is the key to rapid skill development.
**The Trap of Passive Learning**
It's tempting to believe that consuming more information – watching endless YouTube tutorials, enrolling in course after course, or devouring technical books – will magically transform you into a skilled developer. While these resources have their place, relying solely on them creates a false sense of progress. You might feel like you're learning, but without practical application, that knowledge remains theoretical.
**The Power of Getting Your Hands Dirty**
True mastery comes from diving in and writing code, even when you're unsure. Here's why this approach is so effective:
**1. Bridging the Theory-Practice Gap**: Concepts that seem clear in tutorials often become surprisingly challenging when you try to implement them. This struggle is where real learning occurs.
**2. Developing Problem-Solving Skills**: When you encounter roadblocks (and you will), you're forced to think critically, research solutions, and develop the problem-solving mindset crucial for software engineering.
**3. Building Confidence**: Each obstacle you overcome, no matter how small, builds your confidence and resilience. This psychological aspect is vital for long-term success.
**4. Internalizing Concepts**: Actively working with code helps you internalize programming patterns and best practices far more effectively than passive learning.
**Embracing Failure as a Learning Tool**
**Here's a liberating truth: it's not only okay to make mistakes – it's essential. Here's why:**
**1. Fail Fast, Learn Fast**: The sooner you make mistakes, the quicker you can identify and correct them. This accelerates your learning curve dramatically.
**2. Deep Understanding**: Debugging your own errors leads to a much deeper understanding of how things work than simply following along with tutorials.
**3. Memory Reinforcement**: The frustration of a bug and the satisfaction of fixing it create strong mental connections, helping you remember solutions for future projects.
**4. Developing Grit**: Software development often involves tackling complex, unclear problems. Embracing early failures builds the resilience needed to persevere through challenges.
**The Iterative Learning Cycle**
Adopt this powerful approach to skill development:
**1. Learn the Basics**: Gain a foundational understanding through courses or documentation.
**2. Apply Immediately**: Start a project, even if you feel underprepared.
**3. Encounter Obstacles**: You'll inevitably get stuck or make mistakes. This is good!
**4. Research and Solve**: Use resources to overcome these hurdles.
**5. Reflect**: Analyze what you learned from the process.
**6. Repeat**: Take on progressively more challenging projects.
**Practical Tips for Effective Learning**
**1. Start Small**: Begin with manageable projects that stretch your skills slightly.
**2. Set Clear Goals**: Define what you want to achieve with each project.
**3. Time-Box Your Efforts**: Avoid endless information gathering. Set a time limit, then start coding.
**4. Embrace the Struggle**: When you're stuck, resist the urge to immediately watch a tutorial. Try to solve it yourself first.
**5. Join a Community**: Connect with other learners for support and knowledge sharing.
**6. Code Review**: If possible, have experienced developers review your code and provide feedback.
**Conclusion**
Remember, every experienced software engineer started exactly where you are now. They didn't achieve mastery through perfect code written on the first try. Instead, they embraced the messy, sometimes frustrating process of learning by doing.
So, **close** that tutorial video, step away from the endless stream of courses, and start that project you've been hesitating to begin. Yes, you'll make mistakes. Yes, you'll get stuck. But with each hurdle you overcome, you'll be building real, practical skills that no amount of passive learning can provide.
| muhammad_salem | |
1,921,340 | 🌐 How SpookySwap is Bridging Blockchain Ecosystems with Cross-Chain Solutions | Exciting Partnership Announcement by SpookySwap SpookySwap is thrilled to announce a new and exciting... | 0 | 2024-07-12T15:22:02 | https://dev.to/satoshiseeker1/how-spookyswap-is-bridging-blockchain-ecosystems-with-cross-chain-solutions-1acb | cryptocurrency, ethereum, blockchain, web3 | Exciting Partnership Announcement by SpookySwap
SpookySwap is thrilled to announce a new and exciting partnership with Axelar! This collaboration is set to revolutionize the world of decentralized finance by bringing together two innovative platforms in the blockchain space.
Through this partnership, users of SpookySwap will have access to a wide range of new features and services provided by Axelar, allowing for enhanced functionality and a seamless user experience. Stay tuned for more updates on how this partnership will benefit the community and drive innovation in the DeFi ecosystem!
Implications of the Partnership
In this section, we will explore the potential impact of the partnership between SpookySwap and Axelar on the cryptocurrency industry. By joining forces, these two innovative platforms aim to revolutionize the way users interact with decentralized finance (DeFi) applications. By leveraging Axelar's advanced cross-chain communication technology, SpookySwap will be able to offer users seamless access to a wide range of assets and services across different blockchain networks.
Enhanced Accessibility: Through this partnership, users will benefit from enhanced accessibility to decentralized applications (DApps) and liquidity pools on SpookySwap without facing any interoperability challenges. This will open up new possibilities for investors and traders looking to diversify their portfolios across various blockchain ecosystems.
Improved User Experience: With Axelar's cross-chain technology integration, users can enjoy a seamless and user-friendly experience while interacting with different blockchain networks. This will reduce the barriers to entry for newcomers to the DeFi space and encourage greater adoption of decentralized finance solutions.
Increased Liquidity: By connecting SpookySwap to multiple blockchain networks, the partnership with Axelar is expected to increase the overall liquidity of the platform. This will create more opportunities for users to trade assets and participate in various decentralized financial activities with lower slippage rates.
Overall, the partnership between [SpookySwap](https://spookyswap.net/) and Axelar has the potential to reshape the DeFi landscape by promoting interoperability, accessibility, and user-centric innovation. As the collaboration unfolds, users can look forward to a more connected and seamless DeFi experience that transcends traditional blockchain boundaries.
Learn how this partnership will benefit SpookySwap users
SpookySwap has recently announced an exciting new partnership with Axelar, aimed at enhancing the user experience for all those involved in the platform. This collaboration promises to bring a range of new opportunities and benefits to users of SpookySwap.
Through this partnership, users can expect increased access to a wider range of assets, improved cross-chain interoperability, and enhanced security features. These developments will not only make it easier for users to engage with various DeFi protocols but also help to strengthen the overall ecosystem of SpookySwap.
By leveraging Axelar's cutting-edge technology and expertise, SpookySwap aims to provide a seamless and efficient experience for its users, ultimately making DeFi more accessible and user-friendly for all.
Axelar's Role in the Collaboration
Axelar plays a crucial role in the partnership between SpookySwap and themselves. Their cutting-edge technology and expertise bring valuable tools to the table, enhancing the overall capabilities and potential of the collaborative efforts.
Through their innovative solutions and strategic guidance, Axelar contributes to the development and implementation of key features that will drive the success of the partnership. With a focus on seamless interoperability and advanced blockchain technology, Axelar's involvement ensures a strong foundation for the collaboration to thrive and succeed.
Discover how Axelar will contribute to the partnership
Axelar's involvement in the partnership with SpookySwap brings a unique set of skills and expertise to the table, enhancing the platform's capabilities and potential for growth.
By integrating Axelar's cross-chain communication technology, SpookySwap will be able to facilitate seamless interoperability between different blockchains, improving the overall user experience and expanding the range of assets available on the platform. This partnership marks an exciting development for both projects, opening up new opportunities for collaboration and innovation in the rapidly evolving decentralized finance space.
Exciting Partnership Announcement: SpookySwap and Axelar
In this article, we are thrilled to share the latest partnership news between [SpookySwap](https://spookyswap.net/) and Axelar. This collaboration marks a significant milestone for both projects and opens up new opportunities for their respective communities.
Learn about the key highlights of this partnership
Discover how this collaboration will benefit users of both platforms
Get insights into the upcoming joint initiatives and projects | satoshiseeker1 |
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