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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1,922,832 | Blocking FastAPI Access Logs | Have you ever found your FastAPI deployment cluttered with unnecessary access logs? These logs can... | 0 | 2024-07-14T03:55:08 | https://dev.to/mukulsharma/taming-fastapi-access-logs-3idi | fastapi, python, filter, logs | Have you ever found your FastAPI deployment cluttered with unnecessary access logs? These logs can create more noise than value, obscuring important information. Let's explore a neat trick to selectively block these access logs in FastAPI.

Access logs can quickly overwhelm your console, making it difficult to spot critical information.
---
## No B.S. Solution

```py
# main.py
import logging
block_endpoints = ["/endpoint1", "/endpoint2"]
class LogFilter(logging.Filter):
def filter(self, record):
if record.args and len(record.args) >= 3:
if record.args[2] in block_endpoints:
return False
return True
uvicorn_logger = logging.getLogger("uvicorn.access")
uvicorn_logger.addFilter(LogFilter())
```
### How It Works
We create a `LogFilter` class that inherits from `logging.Filter`.
The filter method checks if the log record corresponds to one of our blocked endpoints.
- If the endpoint is in our `block_endpoints` list, we return
**False**, preventing the log from being processed.
- By default we return **True** to log as usual.
We apply this filter to Uvicorn's access logger, which FastAPI uses under the hood.
---
### Going Deep

When working with Python's logging module, each log entry is represented by a `LogRecord` object. In our `LogFilter` class, the `record` parameter is an instance of this `LogRecord` class.
The `args` attribute of a `LogRecord` contains a tuple of arguments which are merged into the log message. In the context of Uvicorn's access logs, these arguments hold valuable information about each request. Here's a breakdown of what each argument typically represents:
```py
# Typical structure of record.args for Uvicorn access logs
remote_address = record.args[0] # IP address of the client
request_method = record.args[1] # HTTP method (GET, POST, etc.)
query_string = record.args[2] # Full path including query parameters
html_version = record.args[3] # HTTP version used
status_code = record.args[4] # HTTP status code of the response
```
Understanding this structure allows us to create more sophisticated filters. For example, we could filter logs based on status codes, specific IP addresses, or HTTP methods, not just endpoint paths.
---
### Gotchas and Tips
- This method works with Uvicorn's default logging setup. If you've customized your logging configuration, you might need to adjust the logger name.
- At times you might have a separate file for logging config such as `logger.py`. You may define the class **LogFilter** there but make sure to apply `.addFilter` in `main.py`.
Remember that completely blocking logs for certain endpoints might make debugging more challenging. Use this technique judiciously.
As **thank you** for making it to the end of this post, here is a trick I use for maximum benefit.
```py
# main.py
import logging
block_endpoints = ["/endpoint1", "/endpoint2"]
class LogFilter(logging.Filter):
def filter(self, record):
if record.args and len(record.args) >= 4:
if (record.args[2] in block_endpoints
and record.args[4] == "200"):
return False
return True
uvicorn_logger = logging.getLogger("uvicorn.access")
uvicorn_logger.addFilter(LogFilter())
```
This will only block the request if the status code is _200_. This is super helpful when blocking `INFO` endpoints where you only need to be informed if an unexpected status code was returned.
---
### Conclusion
By implementing this simple logging filter, you can significantly reduce noise in your FastAPI application logs. This allows you to focus on the information that truly matters, making your debugging and monitoring processes more efficient.
#### What to do next?
- Feel free to ask questions and share your experience in the comments below!
- For further reading, check [this](https://github.com/encode/starlette/issues/864) GitHub discussion.
- Check out my LinkedIn [here](https://www.linkedin.com/in/mukuliskul).
| mukulsharma |
1,922,833 | The process of setting up a Mysql container with Docker Desktop and connecting from the host machine | Docker Desktop version is 4.32.0 Get Mysql Image There is a search bar at the... | 0 | 2024-07-14T03:40:58 | https://dev.to/lnoueryo/the-process-of-setting-up-a-mysql-container-with-docker-desktop-and-connecting-from-the-host-machine-gl5 | docker | Docker Desktop version is `4.32.0`
## Get Mysql Image
There is a search bar at the header.
Input `mysql` and you will see a list containing mysql.
Click on it.


You will see the `Pull` button and click it.
If you wanna pull the image via the terminal, use the following command:
```bash
docker pull {image_name}
```

## Set Up Environmental Variables
After the image is downloaded, go to the images page from the drawer and you will see the MySQL image listed.
Click the `run` buttn.

In the Optional settings, input the values as below and click the `Run` button

The command is as follows:
```bash
docker run --name mysql-container -e MYSQL_ROOT_PASSWORD=password -p 3306:3306 -d mysql:latest
```
## Connect To The Mysql Container From The Host Machine
You might think that you can connect with the following command:
```
mysql -u root -p
```
But actually you can't.
The error message will be:
`ERROR 2002 (HY000): Can't connect to local MySQL server through socket '/tmp/mysql.sock' (2)
`
I asked ChatGPT about the reason for the error and the answer is you need to add the host IP as below.
```
mysql -u root -p -h 127.0.0.1
```
And now you can connect to it.
Thank You!!
| lnoueryo |
1,922,835 | Rust for Python developers : Rust Data Types for Python Developers | Rust Data Types for Python Developers Scalar Types ... | 0 | 2024-07-14T04:02:13 | https://dev.to/ahmed__elboshi/rust-for-python-developers-rust-data-types-for-python-developers-4072 |
## Rust Data Types for Python Developers
## Scalar Types
### Integers
**Python:**
```python
x = 5
y = -3
```
**Rust:**
```rust
fn main() {
let x: i32 = 5;
let y: u32 = 10;
println!("x = {}, y = {}", x, y);
}
```
### Floating-Point Numbers
**Python:**
```python
pi = 3.14
```
**Rust:**
```rust
fn main() {
let pi: f64 = 3.14; // f64 is a 64-bit floating-point number
println!("pi = {}", pi);
}
```
### Booleans
**Python:**
```python
is_active = True
is_deleted = False
```
**Rust:**
```rust
fn main() {
let is_active: bool = true;
let is_deleted: bool = false;
println!("is_active = {}, is_deleted = {}", is_active, is_deleted);
}
```
### Characters
**Python:**
```python
letter = 'a'
```
**Rust:**
```rust
fn main() {
let letter: char = 'a';
println!("letter = {}", letter);
}
```
## Compound Types
### Tuples
**Python:**
```python
point = (3, 4.5)
```
**Rust:**
```rust
fn main() {
let point: (i32, f64) = (3, 4.5);
println!("point = ({}, {})", point.0, point.1);
}
```
### Arrays
**Python:**
```python
numbers = [1, 2, 3, 4, 5]
```
**Rust:**
```rust
fn main() {
let numbers: [i32; 5] = [1, 2, 3, 4, 5];
println!("numbers = {:?}", numbers);
}
```
## Strings
**Python:**
```python
greeting = "Hello, world!"
```
**Rust:**
```rust
fn main() {
let greeting: &str = "Hello, world!";
let mut dynamic_greeting: String = String::from("Hello, world!");
dynamic_greeting.push_str(" Welcome!");
println!("{}", dynamic_greeting);
}
```
read next tutorial use enums | ahmed__elboshi | |
1,922,836 | Mount share folder in QEMU with same permission as host | Background I would like to share a folder between guest and host in QEMU. File permission... | 0 | 2024-07-14T04:15:32 | https://dev.to/franzwong/mount-share-folder-in-qemu-with-same-permission-as-host-2980 | qemu, 9p | ## Background
I would like to share a folder between guest and host in QEMU. File permission should be the same as the user in host.
## Solution
1\. Create a folder called `shared` in host
```
mkdir -p shared
```
2\. Add a parameter `virtfs` when starting VM with QEMU
```
-virtfs local,path=shared,mount_tag=shared,security_model=mapped-xattr
```
3\. After the VM is started, login to the VM and create mount point
```
mkdir -p /mnt/shared
```
4\. Mount the folder
```
sudo mount -t 9p -o trans=virtio,version=9p2000.L shared /mnt/shared
```
5\. Check the permission of mount point
```
ls -l -d /mnt/shared
```
It should be something like the following. On my host machine, my user ID is 501 and primary group ID is 20. (It's common setting in MacOS). In the guest VM, the group with ID 20 is called dialout. (You can check in /etc/group).
```
drwxr-xr-x 3 501 dialout 96 Jul 14 03:44 /mnt/shared
```
However, my user in guest VM has uid 1000 and the primary group id is 1000 too. We need to make a mapping.
```
id
uid=1000(franz) gid=1000(dev_users) groups=1000(dev_users),27(sudo)
```
6\. Install bindfs in guest VM
```
sudo apt install -y bindfs
```
7\. Create the mapping
```
sudo bindfs --map=501/1000:@dialout/@1000 /mnt/shared /mnt/shared
```
8\. Check the permission of mount point again
```
ls -l -d /mnt/shared
```
This time the permission is correct.
```
drwxr-xr-x 3 franz dev_users 96 Jul 14 03:44 /mnt/shared
```
Reference: [9p/virtfs share not writable](https://github.com/utmapp/UTM/discussions/4458#discussioncomment-3818945) | franzwong |
1,922,837 | Rust tutorials for Python DEV: if statements | Beginner's Guide to Using if Statements in Rust The if statement in Rust allows you to... | 0 | 2024-07-14T04:16:18 | https://dev.to/ahmed__elboshi/rust-tutorials-for-python-dev-if-statements-170e | # Beginner's Guide to Using `if` Statements in Rust
The `if` statement in Rust allows you to execute code conditionally, depending on whether an expression evaluates to `true` or `false`. This is similar to how `if` statements work in Python, but with some syntax differences.
## Basic `if` Statement
In Python, you might write an `if` statement like this:
**Python:**
```python
x = 5
if x > 3:
print("x is greater than 3")
```
In Rust, the syntax is slightly different but serves the same purpose:
**Rust:**
```rust
fn main() {
let x = 5;
if x > 3 {
println!("x is greater than 3");
}
}
```
### Breaking Down the Code
1. **Define the Variable**:
```rust
let x = 5;
```
This creates a variable `x` with the value `5`.
2. **If Statement**:
```rust
if x > 3 {
println!("x is greater than 3");
}
```
This checks if `x` is greater than `3`. If the condition is `true`, it executes the code inside the curly braces.
## `if-else` Statement
You can add an `else` block to execute code when the condition is `false`.
**Python:**
```python
x = 2
if x > 3:
print("x is greater than 3")
else:
print("x is not greater than 3")
```
**Rust:**
```rust
fn main() {
let x = 2;
if x > 3 {
println!("x is greater than 3");
} else {
println!("x is not greater than 3");
}
}
```
### Breaking Down the Code
1. **If-Else Statement**:
```rust
if x > 3 {
println!("x is greater than 3");
} else {
println!("x is not greater than 3");
}
```
If the condition `x > 3` is `true`, it executes the first block. Otherwise, it executes the code in the `else` block.
## `else if` Statement
For multiple conditions, you can use `else if`.
**Python:**
```python
x = 5
if x > 10:
print("x is greater than 10")
elif x > 5:
print("x is greater than 5 but less than or equal to 10")
else:
print("x is 5 or less")
```
**Rust:**
```rust
fn main() {
let x = 5;
if x > 10 {
println!("x is greater than 10");
} else if x > 5 {
println!("x is greater than 5 but less than or equal to 10");
} else {
println!("x is 5 or less");
}
}
```
### Breaking Down the Code
1. **Else If Statement**:
```rust
if x > 10 {
println!("x is greater than 10");
} else if x > 5 {
println!("x is greater than 5 but less than or equal to 10");
} else {
println!("x is 5 or less");
}
```
This checks multiple conditions in sequence. It executes the first block where the condition is `true`.
## Using `if` in a `let` Statement
In Rust, you can use `if` expressions to assign values.
**Python:**
```python
x = 10
y = "greater than 5" if x > 5 else "5 or less"
```
**Rust:**
```rust
fn main() {
let x = 10;
let y = if x > 5 {
"greater than 5"
} else {
"5 or less"
};
println!("y is {}", y);
}
```
### Breaking Down the Code
1. **If Expression in Let Statement**:
```rust
let y = if x > 5 {
"greater than 5"
} else {
"5 or less"
};
```
This uses an `if` expression to assign a value to `y` based on the condition.
## Conclusion
The `if` statement in Rust is a powerful tool for controlling the flow of your program based on conditions. It is similar to `if` statements in Python but with slight syntax differences. You can use `if`, `else if`, and `else` to handle multiple conditions and even use `if` expressions to assign values. Happy coding!
**Python:**
```python
x = 2
if x > 3:
print("x is greater than 3")
else:
print("x is not greater than 3")
```
**Rust:**
```rust
fn main() {
let x = 2;
if x > 3 {
println!("x is greater than 3");
} else {
println!("x is not greater than 3");
}
}
```
### Breaking Down the Code
1. **If-Else Statement**:
```rust
if x > 3 {
println!("x is greater than 3");
} else {
println!("x is not greater than 3");
}
```
If the condition `x > 3` is `true`, it executes the first block. Otherwise, it executes the code in the `else` block.
## `else if` Statement
For multiple conditions, you can use `else if`.
**Python:**
```python
x = 5
if x > 10:
print("x is greater than 10")
elif x > 5:
print("x is greater than 5 but less than or equal to 10")
else:
print("x is 5 or less")
```
**Rust:**
```rust
fn main() {
let x = 5;
if x > 10 {
println!("x is greater than 10");
} else if x > 5 {
println!("x is greater than 5 but less than or equal to 10");
} else {
println!("x is 5 or less");
}
}
```
### Breaking Down the Code
1. **Else If Statement**:
```rust
if x > 10 {
println!("x is greater than 10");
} else if x > 5 {
println!("x is greater than 5 but less than or equal to 10");
} else {
println!("x is 5 or less");
}
```
This checks multiple conditions in sequence. It executes the first block where the condition is `true`.
## Using `if` in a `let` Statement
In Rust, you can use `if` expressions to assign values.
**Python:**
```python
x = 10
y = "greater than 5" if x > 5 else "5 or less"
```
**Rust:**
```rust
fn main() {
let x = 10;
let y = if x > 5 {
"greater than 5"
} else {
"5 or less"
};
println!("y is {}", y);
}
```
### Breaking Down the Code
1. **If Expression in Let Statement**:
```rust
let y = if x > 5 {
"greater than 5"
} else {
"5 or less"
};
```
This uses an `if` expression to assign a value to `y` based on the condition.
## Conclusion
The `if` statement in Rust is a powerful tool for controlling the flow of your program based on conditions. It is similar to `if` statements in Python but with slight syntax differences. You can use `if`, `else if`, and `else` to handle multiple conditions and even use `if` expressions to assign values. Happy coding!
| ahmed__elboshi | |
1,922,838 | Using Flexbox for Layouts | Introduction In recent years, web design has evolved to focus more on responsive and... | 0 | 2024-07-14T04:17:37 | https://dev.to/tailwine/using-flexbox-for-layouts-4bi3 | sass, scss, css, tailwindcss | ## Introduction
In recent years, web design has evolved to focus more on responsive and flexible layouts. This is where flexbox comes in. Flexbox is a CSS layout model that allows for the creation of flexible and responsive web layouts with ease. It provides developers with a more efficient way to arrange, align, and distribute elements within a container. In this article, we will discuss the advantages, disadvantages, and features of using flexbox for layouts.
## Advantages
One of the main advantages of using flexbox is its ability to create dynamic and responsive layouts. It eliminates the need for complicated CSS hacks and allows for easier vertical and horizontal alignment. Flexbox also makes it easier to reorder elements for different screen sizes, making it perfect for creating responsive designs. Moreover, it reduces the reliance on floats and clears which improves website performance.
## Disadvantages
However, flexbox is not without its drawbacks. It can be challenging to learn for beginners and has limited browser support. This can lead to compatibility issues and require the use of fallback options for older browsers.
## Features
Flexbox has an array of features that make it ideal for layouts. It allows for flexible spacing between elements, even distribution of space between multiple items, and the ability to set a fixed or proportional size for elements. Other features include the ability to change the order of elements on different screen sizes and easily switch between column and row orientations.
### Example of Flexbox Layout
```css
.container {
display: flex;
flex-wrap: wrap;
justify-content: space-between;
align-items: center;
}
.item {
flex: 1 1 200px; /* Grow, shrink, basis */
margin: 10px;
}
```
This example demonstrates a flex container that adjusts its children (`item`) with flexible widths but ensures they never shrink below 200px. The items are spaced out evenly and centered vertically within the container.
## Conclusion
In conclusion, flexbox is a powerful and flexible tool for creating responsive and dynamic web layouts. Its advantages, such as efficient alignment and easy reordering, outweigh its disadvantages. With the growing demand for responsive web design, learning flexbox is a valuable skill for any web developer to have. | tailwine |
1,922,839 | Getting Started with Pandas: The Go-To Library for Data Analysis in Python | If you’re new to Python and looking to dive into data analysis, here's one library you’ll want to get... | 0 | 2024-07-14T04:20:00 | https://dev.to/bryan_manuel_ramos/getting-started-with-pandas-the-go-to-library-for-data-analysis-in-python-19hc |
If you’re new to Python and looking to dive into data analysis, here's one library you’ll want to get acquainted with right away: Pandas. This powerful, flexible, and easy-to-use open-source data analysis and manipulation library is a must-have for any data enthusiast. In this blog post, we’ll explore what Pandas is, why it’s invaluable for data analysis, and guide you through the basics while giving some pointers to help you in your learning.

## Why Learn Pandas?
Pandas is designed for quick and easy data manipulation, aggregation, and visualization. Here’s why you might want to learn it:
- **Ease of Use**: Pandas simplifies the process of handling structured data, making it straightforward to load, manipulate, analyze, and visualize datasets.
- **Flexibility**: It supports a variety of data formats such as CSV, Excel, SQL databases, and more.
- **Efficiency**: Pandas is built on top of NumPy, providing high-performance, in-memory data structures and data manipulation capabilities.
## Key Features and Concepts
Before diving in, let’s look at some of the key features and concepts that make Pandas such a powerful tool:
- **DataFrame**: The core data structure in Pandas. Think of it as a table (similar to an Excel spreadsheet) where you can store and manipulate data.
- **Series**: A one-dimensional labeled array capable of holding any data type.
- **Data Manipulation**: Tools to merge, concatenate, and reshape data.
- **Data Cleaning**: Functions to handle missing data, duplicate values, and perform data transformations.
- **Data Aggregation**: Grouping and summarizing data for insightful analysis.
## Getting Started with Pandas
**Prerequisites**
Before you start, it’s important ensure you have Python installed on your machine. If not, download and install Python from python.org. You’ll also need a code editor like Visual Studio Code or Jupyter Notebook for running your Python scripts.
**Installation**
Pandas can be installed easily using pip, the Python package installer. Open your command line or terminal and type:
```bash
pip install pandas
```
## Documentation
The official Pandas documentation is a comprehensive resource to understand its full capabilities. You can access it [here](https://pandas.pydata.org/docs/).
## Step-by-Step Guide to Using Pandas
Let’s walk through a simple project to get you started with Pandas. We’ll load a CSV file, perform basic data manipulation, and visualize some data.
1. **Import Pandas**
First, you need to import Pandas in your Python script:
``python
import pandas as pd
``
2. **Load a Dataset**
For this example, let’s use a sample CSV file. You can download a sample dataset from here. Save the file as sample_data.csv.
```python
# Load the CSV file into a DataFrame
df = pd.read_csv('sample_data.csv')
# Display the first few rows of the DataFrame
print(df.head())
```
3. **Basic Data Manipulation**
Let’s perform some basic data manipulation tasks:
```python
# Get basic information about the dataset
print(df.info())
# Describe the dataset to get statistical summary
print(df.describe())
# Rename a column
df.rename(columns={'old_column_name': 'new_column_name'}, inplace=True)
# Filter rows based on a condition
filtered_df = df[df['column_name'] > value]
# Add a new column
df['new_column'] = df['existing_column'] * 2
```
4. **Data Cleaning**
Handle missing values and duplicates:
```python
# Check for missing values
print(df.isnull().sum())
# Fill missing values
df['column_name'].fillna(value, inplace=True)
# Drop duplicate rows
df.drop_duplicates(inplace=True)
```
5. **Data Aggregation**
Group and summarize the data:
```python
# Group by a column and calculate the mean
grouped_df = df.groupby('column_name').mean()
# Display the grouped DataFrame
print(grouped_df)
```
6. **Data Visualization**
Although Pandas has basic plotting capabilities, it’s often used in conjunction with libraries like Matplotlib and Seaborn for more advanced visualizations. Install these libraries if you haven’t already:
```bash
pip install matplotlib seaborn
```
Then, create a simple plot:
```python
import matplotlib.pyplot as plt
import seaborn as sns
# Create a histogram of a column
plt.figure(figsize=(10, 6))
sns.histplot(df['column_name'], kde=True)
plt.title('Histogram of Column Name')
plt.xlabel('Column Name')
plt.ylabel('Frequency')
plt.show()
```
## Tips for Learning Pandas
**Practice:** The best way to learn Pandas is by working on real datasets. Websites like [Kaggle](https://www.kaggle.com/datasets) offer numerous datasets to practice with. I would suggest doing data analysis on these datasets.
Explore Documentation: Regularly refer to the [Pandas documentation](https://pandas.pydata.org/docs/) for detailed explanations and examples.
Use Tutorials and Courses: Online resources like [DataCamp](https://app.datacamp.com/) and [Coursera](https://www.coursera.org/courseraplus/?utm_medium=sem&utm_source=gg&utm_campaign=B2C_NAMER__coursera_FTCOF_courseraplus_country-US-country-CA&campaignid=9777751587&adgroupid=100171642259&device=c&keyword=coursera%20%2B&matchtype=b&network=g&devicemodel=&adposition=&creativeid=442114125114&hide_mobile_promo&gad_source=1&gclid=CjwKCAjwy8i0BhAkEiwAdFaeGDnxDjLwp5nzcDYUA9cWjOqlT4VoGD_6gH0qdyQX4ullMi3wIUy5IxoCV2cQAvD_BwE) offer structured courses on Pandas.
**Join Communities:** Engage with communities on platforms like Stack Overflow, Reddit, and GitHub to seek help and share knowledge.
## Conclusion
Pandas is an essential tool for anyone interested in data analysis with Python. Its intuitive design and powerful capabilities make it accessible for beginners and indispensable for professionals. By following this guide, you’ll be well on your way to mastering data manipulation and analysis with Pandas. Happy coding!
Feel free to leave comments below if you have any questions or need further clarification on any of the steps. Happy data analyzing!
| bryan_manuel_ramos | |
1,922,960 | Make Money as a Frontend Developer 🤑 | Career Paths Working for a Company If you choose to work for a company, you can earn a good salary... | 0 | 2024-07-14T07:58:16 | https://dev.to/makemoney2911/make-money-as-a-frontend-developer-2e1b |

Career Paths
Working for a Company
If you choose to work for a company, you can earn a good salary and potentially negotiate higher pay based on your skills and experience.
Freelancing
As a freelance developer, you have the flexibility to set your own rates and work on a variety of projects. By charging a high hourly rate, you can make a good living.
Essential Skills
To succeed as a frontend developer, you need to be proficient in:
[HTML](https://acrelicenseblown.com/e9msagb7?key=81a03c9597124ad2b0b057c8adabef59)
[CSS](https://acrelicenseblown.com/e9msagb7?key=81a03c9597124ad2b0b057c8adabef59)
[JavaScript](https://acrelicenseblown.com/e9msagb7?key=81a03c9597124ad2b0b057c8adabef59)
These are the core technologies used in frontend development. Additionally, understanding web browsers and how they work is crucial.
Design Principles
Having a good grasp of design principles is also essential. This knowledge will help you create attractive and user-friendly interfaces, which are highly valued by employers and clients alike.
Independence and Teamwork
To thrive in this field, you must be able to work independently as well as collaborate effectively with a team of developers. Strong communication and project management skills will also enhance your ability to succeed, whether you're freelancing or working within a company. | makemoney2911 | |
1,922,874 | Understanding Core Web Vitals: Essential Metrics for Web Performance | In the modern web ecosystem, ensuring optimal user experience is paramount. Core Web Vitals, a set of... | 0 | 2024-07-14T04:23:35 | https://dev.to/mdhassanpatwary/understanding-core-web-vitals-essential-metrics-for-web-performance-33jg | webdev, performance, learning, website | In the modern web ecosystem, ensuring optimal user experience is paramount. Core Web Vitals, a set of specific metrics introduced by Google, serve as critical indicators for assessing the quality of user interaction with a webpage. Understanding and optimizing these metrics can significantly enhance your site's performance, improve SEO rankings, and ultimately provide a better user experience. In this article, we will delve into the core components of Web Vitals, explore their significance, and discuss strategies for optimization.
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**3. Cumulative Layout Shift (CLS):** Measures visual stability. CLS evaluates the sum total of all unexpected layout shifts that occur during the lifespan of the page. A good CLS score is 0.1 or less.
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* **Optimize Third-Party Scripts:** Limit the use of third-party scripts and ensure they are optimized for performance.
### Cumulative Layout Shift (CLS)
* **Set Size Attributes for Media:** Define width and height attributes for images and videos to prevent layout shifts.
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In Rust, the `let` keyword is used to declare variables. When you declare a variable with `let`, you are introducing a new binding (or name) that associates with a value of a particular type.
Here's a detailed explanation of how to assign variables using `let` in Rust:
### Basic Variable Assignment
To assign a variable in Rust, you use the `let` keyword followed by the variable name and optionally a type annotation (`: type`) if you want to explicitly specify the type.
#### Example:
```rust
fn main() {
// Declare a variable named `x` and assign it the value `5`
let x = 5;
// Print the value of `x`
println!("The value of x is: {}", x);
}
```
In this example:
- `let x = 5;` declares a variable named `x` and assigns it the value `5`.
- Rust infers the type of `x` as `i32` (a 32-bit signed integer) based on the assigned value.
### Explicit Type Annotation
If you want to explicitly specify the type of a variable, you can do so by appending `: type` after the variable name.
#### Example:
```rust
fn main() {
// Declare a variable named `y` with type annotation `i64` (a 64-bit signed integer)
let y: i64 = 100;
// Print the value of `y`
println!("The value of y is: {}", y);
}
```
In this example:
- `let y: i64 = 100;` declares a variable named `y` with the type annotation `i64` and assigns it the value `100`.
### Rebinding Variables with `let`
In Rust, variables are immutable by default. Once you assign a value to a variable, you cannot reassign it. However, you can rebind a variable by using the `let` keyword again, which shadows the previous binding.
#### Example:
```rust
fn main() {
let z = 10;
println!("The value of z is: {}", z); // Output: The value of z is: 10
let z = "hello";
println!("The new value of z is: {}", z); // Output: The new value of z is: hello
}
```
In this example:
- `let z = 10;` declares a variable `z` and assigns it the value `10`.
- Later, `let z = "hello";` shadows the previous `z` variable with a new binding of type `&str` (a string slice).
## mut
In Rust, variables are by default immutable, meaning once you assign a value to a variable, you cannot change it. However, you can explicitly make variables mutable using the `mut` keyword.
Immutable variables are declared using the `let` keyword without `mut`. Once assigned, their value cannot be changed.
**Python:**
```python
x = 5
x = 10 # This is allowed
```
**Rust:**
```rust
fn main() {
let x = 5;
// x = 10; // Uncommenting this line will cause a compile-time error
println!("The value of x is: {}", x);
}
```
### Breaking Down the Code
1. **Declare an Immutable Variable**:
```rust
let x = 5;
```
This declares a variable `x` with the value `5`. Rust infers the type of `x` as `i32` (32-bit signed integer) in this case.
2. **Trying to Reassign the Variable**:
```rust
// x = 10; // Uncommenting this line will cause a compile-time error
```
Rust does not allow reassigning `x` because it's immutable.
## Mutable Variables
If you want to change the value of a variable, you need to declare it as mutable using the `mut` keyword.
**Python:**
```python
x = 5
x = 10 # This is allowed
```
**Rust:**
```rust
fn main() {
let mut y = 5;
y = 10; // This is allowed because y is mutable
println!("The value of y is: {}", y);
}
```
### Breaking Down the Code
1. **Declare a Mutable Variable**:
```rust
let mut y = 5;
```
This declares a mutable variable `y` with the initial value `5`.
2. **Assign a New Value**:
```rust
y = 10;
```
Since `y` is mutable, you can reassign its value to `10`.
## Why Use Mutability?
In Rust, immutability by default helps prevent unintended changes to data, which can help catch bugs at compile time. Mutable variables are useful when you need to change the value of a variable after it's initially set.
## Conclusion
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- Q: How do I fetch data from an API?
A: You can fetch data from an API using JavaScript with the fetch function. Here’s a simple example:
```
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```
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To learn more ways watch this video: [How To Fetch API Data in React](https://www.youtube.com/watch?v=iwqYM8E-1Ck)

## Additional Resouces
- [How to Deploy Your Websites and Apps – User-Friendly Deployment Strategies](https://www.freecodecamp.org/news/how-to-deploy-websites-and-applications/)
- [ Public APIs Developers Can Use in Their Projects](https://www.freecodecamp.org/news/public-apis-for-developers/)
- [How to Install ChatGPT in VSCode for Better Productivity](https://www.freecodecamp.org/news/install-chatgpt-in-vscode/)
- [How to Boost Your Creativity – Strategies for Generating Ideas and Overcoming Writer's Block](https://www.freecodecamp.org/news/how-to-overcome-writers-block-and-boost-creativity/)
- [Al Assistants That Help Your Productivity (Besides ChatGPT)](https://www.freecodecamp.org/news/ai-assistants-for-productivity/)
### Just Learned React: Thinking of a Project to Do or Fetching API
- [How to Create a Stunning Menu for Your Webpage with React](https://ijaycent.hashnode.dev/how-to-create-a-stunning-menu-for-your-webpage-with-react)
- [How to Fetch API Data in React](https://www.freecodecamp.org/news/how-to-fetch-api-data-in-react/)
### Do you want to learn how to write technical articles?
[Check out this link](https://www.linkedin.com/posts/ijeoma-igboagu_technical-writing-activity-7097138808629997569-QGFm?utm_source=share&utm_medium=member_desktop)
If you found this video or article helpful, share it with others who may also find it interesting.
Stay updated with my projects by following me on [Twitter](https://twitter.com/ijaydimples) and [LinkedIn](https://www.linkedin.com/in/ijeoma-igboagu/)
Happy Coding!.
| ijay |
1,922,881 | I'm from Nicaragua,fjmv25 | Hi, community community engagement Android and Python so amazing July 13th 2024 | 0 | 2024-07-14T04:55:14 | https://dev.to/fjmurillov_3743_5322b0771/im-from-nicaraguafjmv25-2jf6 | Hi, community
community engagement Android and Python
so amazing
July 13th 2024 | fjmurillov_3743_5322b0771 | |
1,922,882 | hstack() and column_stack() in PyTorch | Buy Me a Coffee☕ *Memos: My post explains stack(). My post explains vstack() and dstack(). My... | 0 | 2024-07-14T04:59:21 | https://dev.to/hyperkai/hstack-and-columnstack-in-pytorch-2mfb | pytorch, hstack, columnstack, function | [Buy Me a Coffee](ko-fi.com/superkai)☕
*Memos:
- [My post](https://dev.to/hyperkai/stack-in-pytorch-1bp1) explains [stack()](https://pytorch.org/docs/stable/generated/torch.stack.html).
- [My post](https://dev.to/hyperkai/vstack-and-dstack-in-pytorch-58ml) explains [vstack()](https://pytorch.org/docs/stable/generated/torch.vstack.html) and [dstack()](https://pytorch.org/docs/stable/generated/torch.dstack.html).
- [My post](https://dev.to/hyperkai/cat-in-pytorch-4jea) explains [cat()](https://pytorch.org/docs/stable/generated/torch.cat.html).
[hstack()](https://pytorch.org/docs/stable/generated/torch.hstack.html) can get the 1D or more D horizontally(column-wisely) stacked tensor of zero or more elements from the one or more 0D or more D tensors of zero or more elements as shown below:
*Memos:
- `hstack()` can be used with [torch](https://pytorch.org/docs/stable/torch.html) but not with a tensor.
- The 1st argument with `torch` is `tensors`(Required-Type:`tuple` or `list` of `tensor` of `int`, `float`, `complex` or `bool`). *Basically, the size of tensors must be the same.
- There is `out` argument with `torch`(Optional-Type:`tensor`):
*Memos:
- `out=` must be used.
- [My post](https://dev.to/hyperkai/set-out-with-out-argument-functions-pytorch-3ee) explains `out` argument.
```python
import torch
tensor1 = torch.tensor(2)
tensor2 = torch.tensor(7)
tensor3 = torch.tensor(4)
torch.hstack(tensors=(tensor1, tensor2, tensor3))
# tensor([2, 7, 4])
tensor1 = torch.tensor([2, 7, 4])
tensor2 = torch.tensor([8, 3, 2])
tensor3 = torch.tensor([5, 0, 8])
torch.hstack(tensors=(tensor1, tensor2, tensor3))
# tensor([2, 7, 4, 8, 3, 2, 5, 0, 8])
tensor1 = torch.tensor([[2, 7, 4], [8, 3, 2]])
tensor2 = torch.tensor([[5, 0, 8], [3, 6, 1]])
tensor3 = torch.tensor([[9, 4, 7], [1, 0, 5]])
torch.hstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2, 7, 4, 5, 0, 8, 9, 4, 7],
# [8, 3, 2, 3, 6, 1, 1, 0, 5]])
tensor1 = torch.tensor([[2., 7., 4.], [8., 3., 2.]])
tensor2 = torch.tensor([[5., 0., 8.], [3., 6., 1.]])
tensor3 = torch.tensor([[9., 4., 7.], [1., 0., 5.]])
torch.hstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2., 7., 4., 5., 0., 8., 9., 4., 7.],
# [8., 3., 2., 3., 6., 1., 1., 0., 5.]])
tensor1 = torch.tensor([[2.+0.j, 7.+0.j, 4.+0.j],
[8.+0.j, 3.+0.j, 2.+0.j]])
tensor2 = torch.tensor([[5.+0.j, 0.+0.j, 8.+0.j],
[3.+0.j, 6.+0.j, 1.+0.j]])
tensor3 = torch.tensor([[9.+0.j, 4.+0.j, 7.+0.j],
[1.+0.j, 0.+0.j, 5.+0.j]])
torch.hstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2.+0.j, 7.+0.j, 4.+0.j, 5.+0.j, 0.+0.j,
# 8.+0.j, 9.+0.j, 4.+0.j, 7.+0.j],
# [8.+0.j, 3.+0.j, 2.+0.j, 3.+0.j, 6.+0.j,
# 1.+0.j, 1.+0.j, 0.+0.j, 5.+0.j]])
tensor1 = torch.tensor([[True, False, True], [False, True, False]])
tensor2 = torch.tensor([[False, True, False], [True, False, True]])
tensor3 = torch.tensor([[True, False, True], [False, True, False]])
torch.hstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[True, False, True, False, True, False, True, False, True],
# [False, True, False, True, False, True, False, True, False]])
tensor1 = torch.tensor([[[2, 7, 4]]])
tensor2 = torch.tensor([])
tensor3 = torch.tensor([[[5, 0, 8]]])
torch.hstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[[2., 7., 4.],
# [5., 0., 8.]]])
```
[column_stack()](https://pytorch.org/docs/stable/generated/torch.column_stack.html) can get the 2D or more D horizontally stacked tensor of zero or more elements from the one or more 0D or more D tensors of zero or more elements as shown below:
*Memos:
- `column_stack()` can be used with `torch` but not with a tensor.
- The 1st argument with `torch` is `tensors`(Required-Type:`tuple` or `list` of `tensor` of `int`, `float`, `complex` or `bool`). *Basically, the size of tensors must be the same.
- There is `out` argument with `torch`(Optional-Type:`tensor`):
*Memos:
- `out=` must be used.
- [My post](https://dev.to/hyperkai/set-out-with-out-argument-functions-pytorch-3ee) explains `out` argument.
```python
import torch
tensor1 = torch.tensor(2)
tensor2 = torch.tensor(7)
tensor3 = torch.tensor(4)
torch.column_stack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2, 7, 4]])
tensor1 = torch.tensor([2, 7, 4])
tensor2 = torch.tensor([8, 3, 2])
tensor3 = torch.tensor([5, 0, 8])
torch.column_stack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2, 8, 5], [7, 3, 0], [4, 2, 8]])
tensor1 = torch.tensor([[2, 7, 4], [8, 3, 2]])
tensor2 = torch.tensor([[5, 0, 8], [3, 6, 1]])
tensor3 = torch.tensor([[9, 4, 7], [1, 0, 5]])
torch.column_stack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2, 7, 4, 5, 0, 8, 9, 4, 7],
# [8, 3, 2, 3, 6, 1, 1, 0, 5]])
tensor1 = torch.tensor([[2., 7., 4.], [8., 3., 2.]])
tensor2 = torch.tensor([[5., 0., 8.], [3., 6., 1.]])
tensor3 = torch.tensor([[9., 4., 7.], [1., 0., 5.]])
torch.column_stack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2., 7., 4., 5., 0., 8., 9., 4., 7.],
# [8., 3., 2., 3., 6., 1., 1., 0., 5.]])
tensor1 = torch.tensor([[2.+0.j, 7.+0.j, 4.+0.j],
[8.+0.j, 3.+0.j, 2.+0.j]])
tensor2 = torch.tensor([[5.+0.j, 0.+0.j, 8.+0.j],
[3.+0.j, 6.+0.j, 1.+0.j]])
tensor3 = torch.tensor([[9.+0.j, 4.+0.j, 7.+0.j],
[1.+0.j, 0.+0.j, 5.+0.j]])
torch.column_stack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2.+0.j, 7.+0.j, 4.+0.j, 5.+0.j, 0.+0.j,
# 8.+0.j, 9.+0.j, 4.+0.j, 7.+0.j],
# [8.+0.j, 3.+0.j, 2.+0.j, 3.+0.j, 6.+0.j,
# 1.+0.j, 1.+0.j, 0.+0.j, 5.+0.j]])
tensor1 = torch.tensor([[True, False, True], [False, True, False]])
tensor2 = torch.tensor([[False, True, False], [True, False, True]])
tensor3 = torch.tensor([[True, False, True], [False, True, False]])
torch.column_stack(tensors=(tensor1, tensor2, tensor3))
# tensor([[True, False, True, False, True, False, True, False, True],
# [False, True, False, True, False, True, False, True, False]])
tensor1 = torch.tensor([[]])
tensor2 = torch.tensor([8])
tensor3 = torch.tensor([[]])
torch.column_stack(tensors=(tensor1, tensor2, tensor3))
# tensor([[8.]])
``` | hyperkai |
1,922,884 | vstack() and dstack() in PyTorch | Buy Me a Coffee☕ *Memos: My post explains stack(). My post explains hstack() and... | 0 | 2024-07-14T05:06:26 | https://dev.to/hyperkai/vstack-and-dstack-in-pytorch-58ml | pytorch, vstack, dstack, function | [Buy Me a Coffee](ko-fi.com/superkai)☕
*Memos:
- [My post](https://dev.to/hyperkai/stack-in-pytorch-1bp1) explains [stack()](https://pytorch.org/docs/stable/generated/torch.stack.html).
- [My post](https://dev.to/hyperkai/hstack-and-columnstack-in-pytorch-2mfb) explains [hstack()](https://pytorch.org/docs/stable/generated/torch.hstack.html) and [column_stack()](https://pytorch.org/docs/stable/generated/torch.column_stack.html).
- [My post](https://dev.to/hyperkai/cat-in-pytorch-4jea) explains [cat()](https://pytorch.org/docs/stable/generated/torch.cat.html).
[vstack()](https://pytorch.org/docs/stable/generated/torch.vstack.html) can get the 1D or more D vertically(row-wisely) stacked tensor of zero or more elements from the one or more 0D or more D tensors of zero or more elements as shown below:
*Memos:
- `vstack()` can be used with [torch](https://pytorch.org/docs/stable/torch.html) but not with a tensor.
- The 1st argument with `torch` is `tensors`(Required-Type:`tuple` or `list` of `tensor` of `int`, `float`, `complex` or `bool`). *Basically, the size of tensors must be the same.
- There is `out` argument with `torch`(Optional-Type:`tensor`):
*Memos:
- `out=` must be used.
- [My post](https://dev.to/hyperkai/set-out-with-out-argument-functions-pytorch-3ee) explains `out` argument.
- [row_stack()](https://pytorch.org/docs/stable/generated/torch.row_stack.html) is the alias of `vstack()`.
```python
import torch
tensor1 = torch.tensor(2)
tensor2 = torch.tensor(7)
tensor3 = torch.tensor(4)
torch.vstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2], [7], [4]])
tensor1 = torch.tensor([2, 7, 4])
tensor2 = torch.tensor([8, 3, 2])
tensor3 = torch.tensor([5, 0, 8])
torch.vstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2, 7, 4], [8, 3, 2], [5, 0, 8]])
tensor1 = torch.tensor([[2, 7, 4], [8, 3, 2]])
tensor2 = torch.tensor([[5, 0, 8], [3, 6, 1]])
tensor3 = torch.tensor([[9, 4, 7], [1, 0, 5]])
torch.vstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2, 7, 4],
# [8, 3, 2],
# [5, 0, 8],
# [3, 6, 1],
# [9, 4, 7],
# [1, 0, 5]])
tensor1 = torch.tensor([[2., 7., 4.], [8., 3., 2.]])
tensor2 = torch.tensor([[5., 0., 8.], [3., 6., 1.]])
tensor3 = torch.tensor([[9., 4., 7.], [1., 0., 5.]])
torch.vstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2., 7., 4.],
# [8., 3., 2.],
# [5., 0., 8.],
# [3., 6., 1.],
# [9., 4., 7.],
# [1., 0., 5.]])
tensor1 = torch.tensor([[2.+0.j, 7.+0.j, 4.+0.j],
[8.+0.j, 3.+0.j, 2.+0.j]])
tensor2 = torch.tensor([[5.+0.j, 0.+0.j, 8.+0.j],
[3.+0.j, 6.+0.j, 1.+0.j]])
tensor3 = torch.tensor([[9.+0.j, 4.+0.j, 7.+0.j],
[1.+0.j, 0.+0.j, 5.+0.j]])
torch.vstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[2.+0.j, 7.+0.j, 4.+0.j],
# [8.+0.j, 3.+0.j, 2.+0.j],
# [5.+0.j, 0.+0.j, 8.+0.j],
# [3.+0.j, 6.+0.j, 1.+0.j],
# [9.+0.j, 4.+0.j, 7.+0.j],
# [1.+0.j, 0.+0.j, 5.+0.j]])
tensor1 = torch.tensor([[True, False, True], [False, True, False]])
tensor2 = torch.tensor([[False, True, False], [True, False, True]])
tensor3 = torch.tensor([[True, False, True], [False, True, False]])
torch.vstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[True, False, True],
# [False, True, False],
# [False, True, False],
# [True, False, True],
# [True, False, True],
# [False, True, False]])
tensor1 = torch.tensor([[]])
tensor2 = torch.tensor([])
tensor3 = torch.tensor([[]])
torch.vstack(tensors=(tensor1, tensor2, tensor3))
# tensor([], size=(3, 0))
```
[dstack()](https://pytorch.org/docs/stable/generated/torch.dstack.html) can get the 3D or more D depth-wisely stacked tensor of zero or more elements from the one or more 0D or more D tensors of zero or more elements as shown below:
*Memos:
- `dstack()` can be used with `torch` but not with a tensor.
- The 1st argument with `torch` is `tensors`(Required-Type:`tuple` or `list` of `tensor` of `int`, `float`, `complex` or `bool`). *Basically, the size of tensors must be the same.
- There is `out` argument with `torch`(Optional-Type:`tensor`):
*Memos:
- `out=` must be used.
- [My post](https://dev.to/hyperkai/set-out-with-out-argument-functions-pytorch-3ee) explains `out` argument.
```python
import torch
tensor1 = torch.tensor(2)
tensor2 = torch.tensor(7)
tensor3 = torch.tensor(4)
torch.dstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[[2, 7, 4]]])
tensor1 = torch.tensor([2, 7, 4])
tensor2 = torch.tensor([8, 3, 2])
tensor3 = torch.tensor([5, 0, 8])
torch.dstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[[2, 8, 5], [7, 3, 0], [4, 2, 8]]])
tensor1 = torch.tensor([[2, 7, 4], [8, 3, 2]])
tensor2 = torch.tensor([[5, 0, 8], [3, 6, 1]])
tensor3 = torch.tensor([[9, 4, 7], [1, 0, 5]])
torch.dstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[[2, 5, 9], [7, 0, 4], [4, 8, 7]],
# [[8, 3, 1], [3, 6, 0], [2, 1, 5]]])
tensor1 = torch.tensor([[2., 7., 4.], [8., 3., 2.]])
tensor2 = torch.tensor([[5., 0., 8.], [3., 6., 1.]])
tensor3 = torch.tensor([[9., 4., 7.], [1., 0., 5.]])
torch.dstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[[2., 5., 9.], [7., 0., 4.], [4., 8., 7.]],
# [[8., 3., 1.], [3., 6., 0.], [2., 1., 5.]]])
tensor1 = torch.tensor([[2.+0.j, 7.+0.j, 4.+0.j],
[8.+0.j, 3.+0.j, 2.+0.j]])
tensor2 = torch.tensor([[5.+0.j, 0.+0.j, 8.+0.j],
[3.+0.j, 6.+0.j, 1.+0.j]])
tensor3 = torch.tensor([[9.+0.j, 4.+0.j, 7.+0.j],
[1.+0.j, 0.+0.j, 5.+0.j]])
torch.dstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[[2.+0.j, 5.+0.j, 9.+0.j],
# [7.+0.j, 0.+0.j, 4.+0.j],
# [4.+0.j, 8.+0.j, 7.+0.j]],
# [[8.+0.j, 3.+0.j, 1.+0.j],
# [3.+0.j, 6.+0.j, 0.+0.j],
# [2.+0.j, 1.+0.j, 5.+0.j]]])
tensor1 = torch.tensor([[True, False, True], [False, True, False]])
tensor2 = torch.tensor([[False, True, False], [True, False, True]])
tensor3 = torch.tensor([[True, False, True], [False, True, False]])
torch.dstack(tensors=(tensor1, tensor2, tensor3))
# tensor([[[True, False, True],
# [False, True, False],
# [True, False, True]],
# [[False, True, False],
# [True, False, True],
# [False, True, False]]])
tensor1 = torch.tensor([[]])
tensor2 = torch.tensor([])
tensor3 = torch.tensor([[]])
torch.dstack(tensors=(tensor1, tensor2, tensor3))
# tensor([], size=(1, 0, 3))
``` | hyperkai |
1,922,885 | Lasso Regression, Regression: Supervised Machine Learning | Lasso Regression Lasso regression, or Least Absolute Shrinkage and Selection Operator, is... | 0 | 2024-07-14T06:46:57 | https://dev.to/harshm03/lasso-regression-regression-supervised-machine-learning-2jk7 | machinelearning, datascience, python, tutorial | ### Lasso Regression
Lasso regression, or Least Absolute Shrinkage and Selection Operator, is a type of linear regression that includes a penalty term in the loss function to enforce both regularization and variable selection. This method can shrink some coefficients to zero, effectively selecting a simpler model that only includes the most significant predictors.
The Lasso regression loss function is given by:
`Loss = Σ(yi - ŷi)^2 + λ * Σ|wj|`
where:
- yi is the actual value,
- ŷi is the predicted value,
- wj represents the coefficients,
- λ (lambda) is the regularization parameter.
In this equation:
- The term `Σ(yi - ŷi)^2` is the Ordinary Least Squares (OLS) part, which represents the sum of squared residuals (the differences between observed and predicted values).
- The term `λ * Σ|wj|` is the L1 penalty term, which adds the penalty for the absolute size of the coefficients.
#### Key Concepts
1. **Ordinary Least Squares (OLS)**:
In standard linear regression, the goal is to minimize the sum of squared residuals. The loss function for OLS is the sum of squared errors.
2. **Adding L1 Penalty**:
Lasso regression modifies the OLS loss function by adding an L1 penalty term, which is the sum of the absolute values of the coefficients multiplied by the regularization parameter (lambda). This penalty encourages sparsity in the coefficient estimates.
3. **Regularization Parameter (λ)**:
The value of lambda controls the strength of the penalty. A larger lambda increases the penalty on the size of the coefficients, leading to more regularization and potentially more coefficients being shrunk to zero. A smaller lambda allows for larger coefficients, approaching the OLS solution. When lambda is zero, lasso regression becomes equivalent to ordinary least squares.
### Coefficients in L1 Regularization (Lasso Regression)
**Penalty Term**: The L1 penalty term is the sum of the absolute values of the coefficients.
- **Equation**: `Loss = Σ(yi - ŷi)^2 + λ * Σ|wj|`
- **Effect on Coefficients**: L1 regularization can shrink some coefficients to exactly zero, effectively performing variable selection by excluding certain features from the model.
- **Usage**: It is beneficial when a sparse model is desired, retaining only the most significant features, which enhances interpretability.
- **Pattern in Coefficient Plotting**: In coefficient plots for L1 regularization, as the regularization parameter increases, some coefficients quickly drop to zero while others remain significant, creating a sparse model.
- **As λ Approaches Zero**: When lambda is zero, the model behaves like ordinary least squares (OLS) regression, allowing coefficients to assume larger values.
- **As λ Approaches Infinity**: As lambda moves towards infinity, all coefficients will be driven to zero, resulting in a model that is overly simplistic and fails to capture the underlying data structure.

### Lasso Regression Example
Lasso regression is a technique that applies L1 regularization to linear regression, which helps mitigate overfitting by adding a penalty term to the loss function. This example uses a polynomial regression approach with Lasso regression to demonstrate how to model complex relationships while encouraging sparsity in the model.
#### Python Code Example
**1. Import Libraries**
```python
import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import PolynomialFeatures
from sklearn.linear_model import Lasso
from sklearn.metrics import mean_squared_error, r2_score
```
This block imports the necessary libraries for data manipulation, plotting, and machine learning.
**2. Generate Sample Data**
```python
np.random.seed(42) # For reproducibility
X = np.linspace(0, 10, 100).reshape(-1, 1)
y = 3 * X.ravel() + np.sin(2 * X.ravel()) * 5 + np.random.normal(0, 1, 100)
```
This block generates sample data representing a relationship with some noise, simulating real-world data variations.
**3. Split the Dataset**
```python
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
```
This block splits the dataset into training and testing sets for model evaluation.
**4. Create Polynomial Features**
```python
degree = 12 # Change this value for different polynomial degrees
poly = PolynomialFeatures(degree=degree)
X_poly_train = poly.fit_transform(X_train)
X_poly_test = poly.transform(X_test)
```
This block generates polynomial features from the training and testing datasets, allowing the model to capture non-linear relationships.
**5. Create and Train the Lasso Regression Model**
```python
model = Lasso(alpha=1.0) # Alpha is the regularization strength
model.fit(X_poly_train, y_train)
```
This block initializes the Lasso regression model and trains it using the polynomial features derived from the training dataset.
**6. Make Predictions**
```python
y_pred = model.predict(X_poly_test)
```
This block uses the trained model to make predictions on the test set.
**7. Plot the Results**
```python
plt.figure(figsize=(10, 6))
plt.scatter(X, y, color='blue', alpha=0.5, label='Data Points')
X_grid = np.linspace(0, 10, 1000).reshape(-1, 1)
y_grid = model.predict(poly.transform(X_grid))
plt.plot(X_grid, y_grid, color='red', linewidth=2, label=f'Fitted Polynomial (Degree {degree})')
plt.title(f'Lasso Regression (Polynomial Degree {degree})')
plt.xlabel('X')
plt.ylabel('Y')
plt.legend()
plt.grid(True)
plt.show()
```
`Output:`

This block creates a scatter plot of the actual data points versus the predicted values from the Lasso regression model, visualizing the fitted polynomial curve.
`Note: Lasso regression effectively becomes ordinary least squares (OLS) regression when alpha is set to 0, meaning that no regularization is applied. However, due to the nature of L1 regularization, Lasso can still result in some coefficients being exactly zero, promoting sparsity in the model. This means that even at alpha equal to 0, L1 regularization can encourage some level of feature selection by eliminating certain features from the model which leads to some default regularization which is more compared to Ridge regression.`
This structured approach demonstrates how to implement and evaluate Lasso regression with polynomial features. By encouraging sparsity through L1 regularization, Lasso regression effectively models complex relationships in data while selectively retaining the most important features, enhancing both the robustness and interpretability of predictions. | harshm03 |
1,922,887 | 🌟 Tech Landscape : Revolutionized by Unleashing the Power of Serverless Computing 🌟 | Introduction It's essential to keep up with technology developments in the fast-paced... | 0 | 2024-07-14T05:12:00 | https://dev.to/vivekranjansahoo/tech-landscape-revolutionized-by-unleashing-the-power-of-serverless-computing-4f64 | serverless, cloudcomputing, development, programming | ## Introduction
It's essential to keep up with technology developments in the fast-paced field of software development. Serverless computing is one of the most revolutionary ideas to emerge in recent years. Serverless computing, despite its somewhat deceptive moniker, abstracts away server management rather than doing away with servers, freeing developers to concentrate solely on developing and distributing code.
This paradigm shift offers considerable benefits in terms of cost effectiveness, scalability, and adaptability in addition to speeding up the development process. Since developers and organisations are still investigating and using serverless architectures, it is imperative that they comprehend their potential and nuances.
In this blog, we look into serverless computing's foundations as well as its advantages, challenges, and useful applications that are shaping software development in the future. Serverless computing is an excellent way for businesses to optimize operations and save money. With this approach, your teams can efficiently run applications and shift focus from managing core infrastructure to achieving business goals.
## What is Serverless Computing?
Serverless computing, despite its name, does not mean there are no servers involved. Instead, it refers to a cloud computing execution model where the cloud provider dynamically manages the allocation of machine resources. Developers write and deploy code in the form of functions, which are executed in stateless containers that are ephemeral and event-driven.
## Benefits:
**Cost-Efficiency**: Serverless computing allows organizations to pay only for the actual resources used, leading to cost savings.
**Scalability**: Serverless platforms automatically scale based on the demands of the application, ensuring optimal performance.
**Reduced Operational Overhead**: With serverless, the cloud provider manages infrastructure, enabling developers to focus on writing code.
**Faster Time to Market:** Serverless architectures facilitate rapid development and deployment of applications, accelerating time to market.
## Challenges:
**Cold Start Issues:** Serverless functions may have a delay when invoked for the first time, known as a cold start.
**Vendor Lock-In:** Adopting a particular serverless platform may result in vendor lock-in, limiting flexibility.
**Performance Concerns:** Monitoring and optimizing the performance of serverless functions can be challenging.
**Security Risks:** Ensuring proper security measures are in place to protect serverless applications from potential threats.
## Use Cases:
**Real-Time Data Processing**: Serverless is well-suited for processing real-time data streams and event-driven applications.
**Web Applications**: Building web applications with sporadic usage patterns can benefit from the scalability of serverless.
**IoT Applications**: Serverless can efficiently handle the event-driven nature of IoT applications.
**Chatbots and AI**: Building chatbots and AI applications that require on-demand processing can leverage serverless architectures.
## Conclusion
Serverless computing represents a significant shift in how we develop and deploy applications, offering substantial benefits in terms of cost, scalability, and developer productivity. While it comes with its own set of challenges, ongoing advancements are poised to address these issues, making serverless an increasingly attractive option for a wide range of use cases. By embracing serverless architecture, developers can stay ahead of the curve and harness the full potential of this transformative technology.
The journey of serverless computing is just beginning, and it promises to be an exhilarating ride. Let's embrace this change, explore its potential, and together, shape the future of technology. The serverless revolution is here let's make the most of it.
| vivekranjansahoo |
1,922,888 | How to Connect to an EC2 Instance in a Private Subnet | Prerequisites Before you start, ensure you have the following: An EC2 instance running... | 0 | 2024-07-14T05:15:16 | https://dev.to/aktran321/how-to-connect-to-an-ec2-instance-in-a-private-subnet-13cm | ## Prerequisites
Before you start, ensure you have the following:
- An EC2 instance running in a private subnet.
- AWS Systems Manager (SSM) Agent installed and running on the instance.
- An IAM role attached to the instance with the necessary permissions to use SSM.
- AWS CLI configured on your local machine.
## Step 1: Attach an IAM Role to the EC2 Instance
1. **Create an IAM Role** (if you don’t have one):
- Go to the **IAM** service in the AWS Management Console.
- Choose **Roles** and then **Create role**.
- Select **AWS service** and choose **EC2**.
- Attach the **AmazonEC2RoleforSSM** managed policy.
- Name your role and complete the creation process.
2. **Attach the IAM Role to your EC2 Instance**:
- Go to the **EC2 Dashboard**.
- Select your instance.
- Click on **Actions** > **Security** > **Modify IAM Role**.
- Attach the IAM role you created or an existing role with the necessary SSM permissions.
## Step 2: Verify SSM Agent Installation
1. **Check if SSM Agent is Installed**:
- Connect to your instance using an existing method (if possible) or check the instance launch configuration.
- For Amazon Linux, the SSM Agent is pre-installed. For other AMIs, you might need to install it manually.
2. **Install SSM Agent Manually** (if not installed):
- For Amazon Linux:
```sh
sudo yum install -y amazon-ssm-agent
sudo systemctl start amazon-ssm-agent
sudo systemctl enable amazon-ssm-agent
```
## Step 3: Connect to the Instance Using SSM
1. **Configure AWS CLI**:
- Open your terminal or command prompt.
- Configure the AWS CLI with your credentials and default region:
```sh
aws configure
```
- Follow the prompts to enter your AWS Access Key ID, Secret Access Key, Default region name (e.g., us-east-1), and Default output format (e.g., json).
2. **Start an SSM Session**:
- Use the following command to start a session with your instance:
```sh
aws ssm start-session --target <instance-id>
```
- Replace `<instance-id>` with the actual instance ID of your EC2 instance in the private subnet.
### Example
Assuming your instance ID is `i-0a677d0c4370bebab`, you would run:
```
aws ssm start-session --target i-0a677d0c4370bebab
```
We are now connected and can run simple commands like `hostname` and `uptime`.

Note: If you have trouble for any reason, you can reference this [deployment guide](https://aws.amazon.com/solutions/implementations/linux-bastion/) and use the CloudFormation template provided.
| aktran321 | |
1,922,892 | A list of lists in Python | Python Tip: Creating a List of Lists When creating a list of lists in Python, it's important to... | 0 | 2024-07-14T05:30:20 | https://dev.to/siddharth_singhtanwar_6a/a-list-of-lists-in-python-20e1 | learnpython, coding, programming | **Python Tip: Creating a List of Lists**
When creating a list of lists in Python, it's important to understand how list multiplication works.
Using:
```
m = [[]] * 7
```
creates seven references to the same list. Modifying one list will affect all others because they reference the same object.
Instead, use list comprehension to ensure each list is independent:
```
m = [[] for _ in range(7)]
```
This way, each empty list in 'm' is a separate object, avoiding unwanted side effects.
| siddharth_singhtanwar_6a |
1,922,893 | Certifications to Kickstart Your Career in Reverse Engineering and Malware Analysis with C++ and Python | Introduction The world of cybersecurity is continuously evolving, with new threats... | 0 | 2024-07-14T05:30:58 | https://dev.to/adityabhuyan/certifications-to-kickstart-your-career-in-reverse-engineering-and-malware-analysis-with-c-and-python-50kh | reverseengineering, malware, certification, career |

Introduction
------------
The world of cybersecurity is continuously evolving, with new threats emerging daily. Reverse engineering and malware analysis are critical components in the battle against these threats. These disciplines involve dissecting malicious software to understand its behavior, origin, and impact. To excel in these fields, proficiency in programming languages like C++ and Python is essential. Additionally, obtaining relevant certifications can significantly enhance your employability and expertise. This article explores key certifications that can help you secure a job in reverse engineering and malware analysis, focusing on C++ and Python.
Understanding Reverse Engineering and Malware Analysis
------------------------------------------------------
### Reverse Engineering
Reverse engineering is the process of deconstructing software to understand its design and functionality. It is used in various fields, including software development, cybersecurity, and hardware analysis. In the context of cybersecurity, reverse engineering helps analysts understand how malware operates, which in turn aids in developing defenses against it.
### Malware Analysis
Malware analysis is the process of studying malicious software to understand its behavior, purpose, and impact. It involves both static analysis (examining the code without executing it) and dynamic analysis (running the code in a controlled environment). The insights gained from malware analysis help in developing antivirus programs, intrusion detection systems, and other security measures.
Importance of C++ and Python in Reverse Engineering and Malware Analysis
------------------------------------------------------------------------
### C++
C++ is a powerful, high-performance programming language widely used in system programming, game development, and application software. Its low-level capabilities make it ideal for reverse engineering, where understanding memory management and system interactions is crucial. Many malware programs are written in C++ due to its efficiency and control over hardware resources.
### Python
Python is a versatile, high-level programming language known for its simplicity and readability. It is extensively used in malware analysis for automating tasks, scripting, and rapid prototyping. Python’s rich library support and active community make it an invaluable tool for reverse engineers and malware analysts.
Key Certifications for Reverse Engineering and Malware Analysis
---------------------------------------------------------------
### 1\. **GIAC Reverse Engineering Malware (GREM)**
#### Overview
The GIAC Reverse Engineering Malware (GREM) certification is a premier certification for professionals seeking to master malware analysis and reverse engineering. It covers advanced techniques for dissecting malicious software and understanding its inner workings.
#### Key Topics
* Static and dynamic analysis
* Malware behavior and functionality
* Reverse engineering tools and techniques
* Analysis of different malware types
#### Benefits
* Recognition as an expert in malware analysis
* Access to a network of professionals and resources
* Improved job prospects and career advancement
### 2\. **Certified Reverse Engineering Analyst (CREA)**
#### Overview
The Certified Reverse Engineering Analyst (CREA) certification is designed for professionals who want to specialize in reverse engineering. It focuses on techniques used to reverse engineer software and understand its behavior.
#### Key Topics
* Reverse engineering methodologies
* Use of disassemblers and debuggers
* Code analysis and de-obfuscation
* Exploit development
#### Benefits
* Enhanced skills in reverse engineering
* Recognition as a reverse engineering specialist
* Better job opportunities and higher earning potential
### 3\. **Certified Information Systems Security Professional (CISSP)**
#### Overview
The Certified Information Systems Security Professional (CISSP) is a globally recognized certification in information security. While not specific to reverse engineering, it provides a comprehensive understanding of various cybersecurity domains, including software development security and security operations.
#### Key Topics
* Security and risk management
* Asset security
* Security architecture and engineering
* Software development security
#### Benefits
* Broad knowledge of information security
* Recognition as a cybersecurity expert
* Enhanced career prospects and higher salaries
### 4\. **Certified Ethical Hacker (CEH)**
#### Overview
The Certified Ethical Hacker (CEH) certification focuses on ethical hacking and penetration testing. It includes modules on reverse engineering and malware analysis, making it relevant for those looking to enter this field.
#### Key Topics
* Ethical hacking methodologies
* Network security and penetration testing
* Reverse engineering and malware analysis
* Use of hacking tools and techniques
#### Benefits
* Skills in ethical hacking and penetration testing
* Recognition as an ethical hacking expert
* Improved job prospects and career growth
### 5\. **Offensive Security Certified Professional (OSCP)**
#### Overview
The Offensive Security Certified Professional (OSCP) certification is known for its rigorous, hands-on approach to penetration testing. It includes practical exercises in reverse engineering and exploit development.
#### Key Topics
* Penetration testing methodologies
* Exploit development and reverse engineering
* Network security and vulnerability assessment
* Hands-on labs and practical exams
#### Benefits
* Practical skills in penetration testing and reverse engineering
* Recognition as a skilled security professional
* Better job opportunities and higher earning potential
Importance of Practical Experience
----------------------------------
While certifications are crucial, practical experience is equally important in reverse engineering and malware analysis. Engaging in hands-on projects, participating in Capture The Flag (CTF) competitions, and contributing to open-source security projects can significantly enhance your skills and employability.
### Building a Home Lab
Setting up a home lab is an excellent way to gain practical experience. Here’s how you can get started:
1. **Hardware and Software Setup**
* A powerful computer with sufficient RAM and storage
* Virtualization software (e.g., VMware, VirtualBox)
* Sandboxing tools (e.g., Cuckoo Sandbox)
2. **Tools and Frameworks**
* Disassemblers (e.g., IDA Pro, Ghidra)
* Debuggers (e.g., OllyDbg, WinDbg)
* Network analysis tools (e.g., Wireshark, TCPDump)
* Python libraries for automation and analysis
3. **Practice and Learning Resources**
* Online platforms (e.g., TryHackMe, Hack The Box)
* Malware analysis tutorials and blogs
* Reverse engineering challenges and CTF competitions
Role of C++ and Python in Certification Exams
---------------------------------------------
### C++ in Certification Exams
C++ is often covered in reverse engineering certifications due to its widespread use in malware development. Understanding C++ helps in:
* Analyzing low-level code and system interactions
* Identifying and exploiting vulnerabilities
* Deconstructing complex malware behaviors
### Python in Certification Exams
Python is a staple in malware analysis for its versatility and ease of use. It is essential for:
* Automating analysis tasks and scripting
* Developing custom analysis tools
* Rapidly prototyping and testing hypotheses
Career Opportunities and Job Roles
----------------------------------
Certifications in reverse engineering and malware analysis open doors to various career opportunities. Some of the common job roles include:
### 1\. **Malware Analyst**
Malware analysts study malicious software to understand its behavior and develop countermeasures. They work in security operations centers (SOCs), cybersecurity firms, and government agencies.
### 2\. **Reverse Engineer**
Reverse engineers deconstruct software to understand its design and functionality. They work in software development, cybersecurity, and research organizations.
### 3\. **Security Researcher**
Security researchers identify and analyze vulnerabilities in software and hardware. They contribute to developing security patches and improving overall security posture.
### 4\. **Penetration Tester**
Penetration testers simulate cyberattacks to identify vulnerabilities in systems and networks. They use reverse engineering and malware analysis techniques to enhance their testing methodologies.
### 5\. **Cybersecurity Consultant**
Cybersecurity consultants provide expert advice on securing systems and networks. They often specialize in areas like reverse engineering and malware analysis.
Preparing for Certification Exams
---------------------------------
Preparing for certification exams requires a combination of study, practice, and hands-on experience. Here are some tips to help you succeed:
### 1\. **Study Materials**
* Official certification study guides and textbooks
* Online courses and tutorials
* Relevant research papers and articles
### 2\. **Hands-On Practice**
* Setting up a home lab and practicing with real-world malware samples
* Participating in CTF competitions and reverse engineering challenges
* Engaging in online platforms like TryHackMe and Hack The Box
### 3\. **Community and Networking**
* Joining cybersecurity forums and discussion groups
* Attending cybersecurity conferences and workshops
* Networking with professionals in the field
### 4\. **Mock Exams**
* Taking practice exams to assess your knowledge and readiness
* Reviewing and analyzing exam results to identify areas for improvement
* Focusing on weak areas and revisiting study materials as needed
Conclusion
----------
Certifications play a crucial role in building a successful career in reverse engineering and malware analysis. They validate your knowledge and skills, making you a more attractive candidate to potential employers. In addition to certifications, practical experience and proficiency in programming languages like C++ and Python are essential. By combining formal education, hands-on practice, and continuous learning, you can excel in the dynamic and challenging field of cybersecurity. Whether you aim to become a malware analyst, reverse engineer, or penetration tester, the right certifications and skills will set you on the path to success. | adityabhuyan |
1,922,945 | Introduction to Delegates | Hi there! Delegates, Funcs, and Actions are all C# words, and are used extensively... | 28,089 | 2024-07-17T08:37:14 | https://dev.to/rasheedmozaffar/introduction-to-delegates-pdm | csharp, dotnet, tutorial, beginners | ## Hi there!
**Delegates**, **Funcs**, and **Actions** are all **C#** words, and are used extensively throughout the language, the frameworks you use, and in almost every project you're going to work on, you'll encounter them in one form or another, so what are they, why are they used, what's their benefit, and what are the different types of **Delegates** do we have in C#?
**Let's Get Started!**
## Introduction 🎬
Delegates are an important feature of C#, and they're widely used, they're considered an advanced topic and sometimes aren't taught early on, but they're one of those concepts that's once learned, you'll find yourself using a lot. I always try to keep things as simple, and as straightforward as possible so that you don't only understand the concept discussed, but also feel comfortable using it.
So in this series about delegates, we'll be exploring the concept in depth, with practical code samples, easy to understand explanations, and dedicated posts to each delegate variation we have in C#. If that sounds interesting, keep reading!
## Defining Delegates 📜
To begin our trip, we'll start by a definition from Microsoft Documentation:
> A delegate is a type that represents references to methods with a particular parameter list and return type. When you instantiate a delegate, you can associate its instance with any method with a compatible signature and return type.
In summary, a delegate is like a type that defines how a method should look like, i.e its signature and return type, and instances of that delegate can be assigned different methods as long as they comply with the signature of the delegate.
If you don't know what a method signature means, let me explain.
Take a look at this simple `Sum` method:
```csharp
private int Sum(int x, int y) => x + y;
```
The name of the method, `Sum`, the parameters `int, int`, and their order, makes up what's known as a method signature. Two methods with the exact same signature cannot co-exist in the same class, like assuming you have another `Sum` method that uses a different adding algorithm, will cause a compile time exception if the 2 methods shared the same name, same parameter list, and same parameters order.
> **NOTE: ⚠️** The name of the parameters isn't equated to in the method signature, like defining `Sum` again but as `Sum(int a, int b)` will still not work.
```csharp
public int Sum(int x, int y) => x + y;
public int Sum(int a, int b) => a + b;
```
This code will throw this compile time exception:
`Member with the same signature is already declared`
Now with the definition out of the way, let's declare our first delegate that we'll invoke the previous sum method through.
## Declaring a Delegate 🛠️
To define a delegate, we need to use the following template:
`[ACCESS_MODIFIER] delegate [RETURN_TYPE] [NAME]([PARAMETERS_LIST]);`
Let's break it down:
- Access Modifier: Defines the accessibility level for the delegate type, can be `public`, `private`, `internal` just to mention a few.
- `delegate`: This keyword is a C# reserved keyword, used to denote that the declared type is a delegate type.
- Return Type: Defines the return type of the delegate type, can be any primitive data type like `int`, `string`... Or a user defined type like `CustomerDetails`, `Employee`... In addition to `void` indicating the delegate returns nothing.
- Name: A unique identifier for the delegate type.
- Parameters List: The list of the parameters the delegate type is expecting, remember the order matters, this can be up to 254 parameters for instance methods, and 255 for static methods including `this` keyword.
### Let's Declare Our First Delegate 🚀
In a text editor of your choice, type out this code in a console application:
```csharp
public delegate int SumDelegate(int x, int y);
```
Now a compatible method should look like that:
```csharp
int Sum(int x, int y) => x + b;
```
It's got the same return type, and parameters list. Let's see how we can put these together and invoke the `Sum` method using our `SumDelegate`.
Inside Program.cs, we'll write this code:
```csharp
int x = 5;
int y = 6;
SumDelegate sumDel = new SumDelegate(Sum);
int result = sumDel(x,y);
Console.WriteLine(result); // OUTPUT: 11
static int Sum(int x, int y) => x + y;
public delegate int SumDelegate(int x, int y);
```
> **NOTE: ⚠️** Please make sure to put the delegate definition at the bottom of the file, because we're using top-level statements where namespace and type declaration should go below any code that we want to execute (Any top-level statements).
This program will output `11` to the console window, which is the correct result of our addition operation. The interesting part to notice, is how we instantiated our delegate instance.
To new up a delegate, we use the `new` keyword, just like with classes, structs and so on. Then in the constructor invocation, we pass the target method the delegate will point to, in our case it's the `Sum` method. If you try to pass a method with an incompatible signature, this code will simply not compile, take a look at the following code:
```csharp
SumDelegate sumDel = new SumDelegate(Sum);
...
static double Sum(double a, double b) => a + b;
// static int Sum(int a, int b) => a + b;
public delegate int SumDelegate(int a, int b);
```
I replaced the old Sum with a `Sum` that uses `double` as both return type and parameters, now my editor will show this compile-time error:
`Expected a method with 'int Sum(int, int)' signature`
The other thing to note, is how we invoked the delegate, we did so like how we would invoke a normal method, by typing the delegate name, followed by parenthesis, passing down the parameters we want to invoke `Sum` with. Also, because our delegate `SumDelegate` returns an `int`, we were able to store the result inside a variable of type `int` too, we then used that to log the operation result to the console.
🎉 **Congratulations!** You declared your first delegate and invoked a method through it!
## Clearing Some Confusion 🤔
I know by now, you're having the question as to why did we do all of that, just to call a method which we could've done the normal way, and got the same result, like I'm sure you're asking yourself why don't we make the code look like this:
```csharp
int x = 5;
int y = 6;
int result = Sum(x, y);
Console.WriteLine(result);
static int Sum(int a, int b) => a + b;
```
Wouldn't that result in the same output but with just less code, and less complexity? The answer is, you're absolutely right.
But the thing is, delegates aren't just used to invoke methods like we just did, instead, the power of delegates shines when you get to pass methods as arguments to other methods, which in normal method invocation, is simply not possible, in addition to being able to invoke multiple methods at once, using multicast delegates, defining callbacks or respond to events, all of which we're going to discuss later in this series.
## Assigning Methods to Delegates 🧪
We declared a delegate earlier, and we assigned a target method to it through the constructor. However, there are other ways of doing that in C#, plus the ability to replace target methods with different ones.
We'll code a basic message logging example, which will set us up to look at **multicast delegates** and see them in action.
## Coding a Basic Logger 🪵
We'll start by declaring a class called `ConsoleLogger`, which has the following code:
```csharp
public static class ConsoleLogger
{
public static void Log(string message)
{
Console.WriteLine($"Log: {message} - {DateTime.Now}");
}
}
```
The logger is pretty basic, it's got a single static method called `Log`, accepting a `string` message which it writes to the console as well as the current date time.
In Program.cs, I added a new delegate declaration at the bottom which has the following definition:
`public delegate void LogDelegate(string message);`
As you can see, the `Log` method matches the signature and return type of the `LogDelegate`, which means it's compatible with it, so what we will do now is, instantiate an instance of `LogDelegate`, and assign it the `Log` method of `ConsoleLogger` like this:
```csharp
LogDelegate logDel = ConsoleLogger.Log;
logDel("Hello, world!");
public delegate void LogDelegate(string message);
public class ConsoleLogger
{
public static void Log(string message)
{
Console.WriteLine($"Log: {message} - {DateTime.Now}");
}
}
```
That's some syntactic sugar, we didn't have to use the `new` keyword and invoke the constructor explicitly, we just assigned `ConsoleLogger.Log` to a variable of type `LogDelegate` right away.
If you were to run this, you would see something like this:

Ok now let's assume we introduced a new logger, called `FileLogger`, which also has a `Log` method, but instead of writing a message to the console, it rather logs it into a text file called `log.txt`, like this:
```csharp
public class FileLogger
{
public static void Log(string message)
{
File.AppendAllText("log.txt", $"Log: {message} - {DateTime.Now}" + Environment.NewLine);
}
}
```
Same thing as before, but we're just writing to a file this time instead of the console window, we log the message, with the current date time, and append a new line at the end so our next log sits nicely on a separate line.
Now change Program.cs to this:
```csharp
LogDelegate logDel = ConsoleLogger.Log;
logDel("Hello, world!");
logDel -= ConsoleLogger.Log;
logDel += FileLogger.Log;
logDel("Hello, world, but from File!");
```
Here's a summary of the changes made:
- Removes the reference to the `ConsoleLogger.Log` method using `logDel -= ConsoleLogger.Log`.
- Adds a reference to the `FileLogger.Log` method using `logDel += FileLogger.Log`
- Invokes `logDel` with a new message that says `Hello, world, but from File!`
Run the application now, and you should see a `Hello, world!` logged to the console, and the application should terminate. However, if you navigate to the project folder, go inside bin/debug/net8.0 (Assuming you're on .NET 8), you should see a file called `log.txt` that was created automatically, which would have the following content:

Awesome! You saw how we can replace method references and assign a target method to a delegate instance in 2 different ways!
## Delegates with Anonymous Methods 🎭
We've seen delegate instantiation with methods that are pre-defined like `Sum`, but sometimes, you want to instantiate a delegate instance with an inline-implementation. That's useful when the method is not going to be reused somewhere else, which means defining a named method will be just more code, or in some cases, the implementation is short and you want to keep it concise.
Using this new delegate declaration, we'll see how we can associate an anonymous method with a delegate instance.
```csharp
Operation op = delegate(double a, double b)
{
return a + b;
}
delegate double Operation(double a, double b);
```
Invoking this delegate will add the two numbers together. However, there's a shorter way of doing it, because the language has evolved, we no longer need to use the `delegate` keyword, and also, we don't necessarily have to specify the types of the parameters, because the compiler is smart enough right now, and it knows the definition of the delegate and that the `Operation` delegate accepts 2 `double` parameters, with that, we can transform the previous assignment to this:
```csharp
Operation op = (x, y) => x + y;
delegate double Operation(double x, double y);
```
This does the same thing now, but it's much more concise. Now omitting the types names is not necessary, in cases where the parameters list is long with complex type names, it's a good idea to keep the names present for enhanced readability and understanding.
## Multicast Delegates 🐙
Earlier we've seen how to invoke a method through a delegate, then we replaced the method reference and called a different method which does a totally different job (Logging to a file instead of the console window), but what if we wanted to do both with one shot only? Enter **multicast delegates**.
A multicast delegate is a delegate that references 2 or more methods, which it invokes in the order they were added in, that would come in handy because right now, instead of logging to the console, then replacing the logging outlet to a file, then maybe in the future to a database, and who knows what else, we can simply reference all the `Log` methods and have the delegate invoke them all when we want to log something. This is how we would do that in C#:
```csharp
LogDelegate logDel = ConsoleLogger.Log;
logDel += FileLogger.Log;
logDel("Hello, world!"); // Logs Hello, world! to both the console and log.txt
```
Now the code logs the message to the console first, then logs it to the log file, because as I just mentioned, the order in which the references were added determines the order in which they'll be invoked, so pay good attention to that in case the operations your application is going to perform requires the processing to happen in a certain order.
## Conclusion ✅
We looked in this introductory post about delegates on some key concepts and discussed the `delegate` reference type in detail, we saw through some code samples to learn how we can declare a delegate, how to assign a target method to it in two different ways, and also how we can remove or add method references to a delegate object instance. Lastly, we briefly looked at delegates with anonymous methods for more concise delegate assignments, and multicast delegates which allowed us to reference multiple methods at once using a single delegate object instance.
That's about it for this post, in the next one in the series, we'll see how we can pass methods as arguments into other methods using what we've learned from this article, so stay tuned for that one.
## **Thanks For Reading!**
| rasheedmozaffar |
1,922,894 | The Comprehensive Guide to Workshop Manuals PDF | In the realm of vehicle maintenance and repair, having access to accurate and detailed information is... | 0 | 2024-07-14T05:31:20 | https://dev.to/repw21m/the-comprehensive-guide-to-workshop-manuals-pdf-3leh | In the realm of vehicle maintenance and repair, having access to accurate and detailed information is crucial. Workshop manuals PDF are invaluable resources that provide step-by-step guidance on servicing, repairing, and maintaining various vehicles. This guide will delve into everything you need to know about **[workshop manuals in PDF](https://downloadworkshopmanuals.com/)** format, their benefits, how to download them, and tips for using them effectively.
**What are Workshop Manuals PDF?**
Workshop manuals, also known as service manuals, are detailed guides that cover all aspects of vehicle repair and maintenance. When these manuals are available in PDF format, they offer several advantages over traditional paper manuals. Workshop manuals PDF provide comprehensive information on:
Engine repair and maintenance
Electrical systems
Transmission servicing
Brake systems
Suspension and steering
Bodywork and paint
These manuals are indispensable for professional mechanics, DIY enthusiasts, and anyone looking to maintain their vehicles properly.
**The Importance of Workshop Manuals PDF**
Workshop manuals in PDF format are crucial for several reasons:
Accurate Information: They provide precise, manufacturer-approved instructions, ensuring that repairs and maintenance tasks are performed correctly.
Cost Savings: By following the guidelines in these manuals, you can perform many repairs yourself, saving on professional service costs.
Safety: Proper maintenance and repair, as outlined in the manuals, can prevent accidents and ensure your vehicle is safe to drive.
Vehicle Longevity: Regular maintenance, as described in these manuals, can extend the lifespan of your vehicle, keeping it in excellent working condition for years.
Why Choose Workshop Manuals PDF?
Opting for workshop manuals in PDF format offers numerous benefits:
Instant Access: Downloading a PDF manual provides immediate access to the information you need without waiting for a physical copy to arrive.
Portability: Digital manuals can be stored on your computer, tablet, or smartphone, allowing you to access them anytime, anywhere.
Search Functionality: PDF manuals often come with search functions, making it easy to find specific information quickly.
Environmentally Friendly: Choosing digital downloads reduces the need for paper and printing, contributing to environmental conservation.
**How to Download Workshop Manuals PDF**
Downloading workshop manuals in PDF format is a straightforward process. Here’s a step-by-step guide:
Step 1: Identify Your Vehicle
Before you download a workshop manual, you need to know the make, model, and year of your vehicle. This information is essential to ensure you get the correct manual.
Step 2: Choose a Reputable Source
There are numerous websites and online platforms where you can download workshop manuals in PDF format. Ensure that you choose a reputable source to get accurate and reliable information. Look for websites that offer:
A wide range of manuals for different makes and models
Positive reviews and testimonials
Secure payment options
Step 3: Select the Manual
Once you’ve found a reliable source, search for the specific manual you need. Ensure that it covers all the necessary topics and sections relevant to your vehicle.
Step 4: Download the Manual
After selecting the manual, proceed to download it. Most websites offer manuals in PDF format, which is compatible with most devices and easy to use.
Step 5: Save and Backup
Save the downloaded manual to your device and create a backup copy to ensure you don’t lose it. You can store it on an external hard drive, cloud storage, or another secure location.
**Features to Look for in a Good Workshop Manual PDF**
When choosing a workshop manual PDF, consider the following features:
Comprehensive Coverage: Ensure the manual covers all aspects of your vehicle, including engine, transmission, electrical systems, and more.
Detailed Instructions: Look for manuals that provide step-by-step instructions with clear illustrations and diagrams.
Troubleshooting Tips: Good manuals include troubleshooting sections to help you diagnose and fix common problems.
Maintenance Schedules: Regular maintenance is crucial for vehicle longevity, so choose a manual that includes detailed maintenance schedules.
User-Friendly Format: Digital manuals should be easy to navigate with a searchable index and clear layout.
**Popular Sources for Downloading Workshop Manuals PDF**
Here are some popular and reliable sources where you can download workshop manuals in PDF format:
Official Manufacturer Websites: Many vehicle manufacturers offer downloadable workshop manuals on their official websites.
Online Marketplaces: Websites like eBay and Amazon often have a wide range of workshop manuals available for download.
Specialized Manual Websites: There are several websites dedicated to providing workshop manuals for various makes and models, ensuring you get accurate and specific information.
Automotive Forums: Enthusiast forums often have sections where members share and download workshop manuals.
**Tips for Using Workshop Manuals PDF Effectively**
Read Thoroughly: Before starting any repair or maintenance task, read the relevant sections thoroughly to understand the process and gather the necessary tools and parts.
Follow Safety Precautions: Workshop manuals often include safety precautions. Follow these guidelines to avoid accidents and injuries.
Use Proper Tools: Ensure you have the correct tools and equipment for the task. Using improper tools can damage your vehicle and make the job more difficult.
Take Notes: While working, take notes on any additional steps or tips you discover. This can be helpful for future reference.
Stay Organized: Keep your workspace clean and organized to prevent losing small parts and tools.
**Benefits of Using Workshop Manuals PDF**
**1. Professional Guidance**
Workshop manuals PDF are designed by professionals who have in-depth knowledge of the vehicles. Following their expert guidance ensures that maintenance and repairs are done correctly, reducing the risk of errors.
**2. Enhanced Understanding**
Using a workshop manual helps you gain a better understanding of your vehicle. This knowledge can be beneficial in diagnosing issues, performing routine maintenance, and making informed decisions about your vehicle.
**3. Increased Confidence**
Having a reliable resource at your disposal increases your confidence in tackling repairs and maintenance tasks. This confidence can lead to more successful DIY projects and a greater sense of accomplishment.
**4. Access to Specialized Information**
Workshop manuals PDF provide access to specialized information that is not readily available elsewhere. This includes detailed wiring diagrams, torque specifications, and diagnostic codes, which are essential for precise repairs.
**5. Time Efficiency**
With a workshop manual, you can quickly find the information you need, saving time compared to searching for solutions online or through trial and error. This efficiency is particularly valuable for professional mechanics working under tight schedules.
**Conclusion**
Workshop manuals PDF are indispensable tools for anyone looking to maintain and repair their vehicles effectively. By downloading these manuals, you gain instant access to accurate, detailed, and manufacturer-approved information. Whether you are a professional mechanic or a DIY enthusiast, having a comprehensive workshop manual in PDF format can save you time, money, and effort while ensuring your vehicle remains in top condition. Embrace the convenience and accessibility of digital downloads and make the most of your workshop manual PDF to keep your vehicle running smoothly for years to come.
| repw21m | |
1,922,895 | Detailed Explanation of the QUIC Protocol: The Next-Generation Internet Transport Layer Protocol | 1. Introduction With the rapid development of internet technology, the design and... | 0 | 2024-07-14T05:35:19 | https://dev.to/happyer/detailed-explanation-of-the-quic-protocol-the-next-generation-internet-transport-layer-protocol-37d0 | network, development, quic, ai | ## 1. Introduction
With the rapid development of internet technology, the design and optimization of network transport layer protocols have become increasingly important. The QUIC protocol, as an emerging transport layer protocol proposed by Google, has garnered widespread attention and research in recent years. QUIC aims to address the limitations of traditional TCP protocols in high-latency and head-of-line blocking issues, while providing higher transmission efficiency and security. This article will provide a detailed introduction to the development history of the QUIC protocol, its differences from traditional protocols, its working principles, and its advantages in various application scenarios.
## 2. QUIC Protocol
### 2.1. Development History of the QUIC Protocol
The development history of the QUIC protocol is a process from an experimental project to becoming an IETF standard, aiming to improve internet performance and reliability by enhancing the network transport layer. Here is the development history of the QUIC protocol:
- **Origin**: The QUIC protocol was initially designed by Jim Roskind at Google and implemented and deployed in 2012. In 2013, Google publicly disclosed the QUIC protocol and described it to the IETF.
- **Standardization Process**: Google submitted the QUIC protocol to the IETF in 2013, and the IETF established the QUIC working group in 2015. In May 2021, the IETF announced the QUIC standard RFC9000, marking the formation of the complete QUIC protocol standard.
- **Major Milestones**:
- 2012: The design document of the QUIC protocol was released.
- 2013: Google began internal testing of QUIC and prepared to integrate it into the Chrome browser.
- 2014: Google considered gradually deploying QUIC on a large scale.
- 2017: QUIC was used by almost all Chrome users.
- 2021: The IETF announced the QUIC standard RFC9000, and HTTP/3 is based on the QUIC protocol.
### 2.2. Differences Between the QUIC Protocol and Traditional Protocols
The main differences between the QUIC protocol and traditional protocols (such as TCP and UDP) lie in their design goals, working principles, and adaptability to modern network application needs. Here are the main differences between the QUIC protocol and traditional protocols:
- **Based on UDP**: QUIC adds a layer on top of UDP, retaining TCP features such as congestion control, packet retransmission, and multiplexing.
- **Connection Establishment**: QUIC uses 0-RTT technology to establish a secure connection when the client sends the first request, significantly reducing the time required for connection establishment.
- **Multiplexing**: QUIC supports parallel transmission of multiple data streams over a single connection, avoiding the head-of-line blocking issue in TCP, and improving bandwidth utilization and transmission efficiency.
- **Security**: QUIC has built-in TLS 1.3 encryption protocol, ensuring end-to-end security of data transmission.
- **Connection Migration**: In unstable network environments, QUIC can seamlessly migrate connections without needing to re-establish them.
## 3. Working Principles of the QUIC Protocol
### 3.1. Based on UDP
The QUIC protocol chooses UDP as the underlying protocol, rather than being based on IP like TCP. The simplicity of UDP allows QUIC to avoid the complex and sometimes unnecessary features of TCP, such as the three-way handshake and congestion control algorithms, thereby achieving lower network latency.
### 3.2. Zero RTT Connection Establishment
Traditional TCP protocols require a three-way handshake to establish a connection, which introduces additional latency. The QUIC protocol introduces the concept of "Connection Migration," allowing the client and server to start transmitting new data streams on an existing connection without needing to re-handshake, achieving zero RTT (Round-Trip Time) connection establishment.
### 3.3. Built-in Transport Layer Security
The QUIC protocol integrates TLS 1.3, the most advanced encryption protocol currently available. TLS 1.3 provides robust encryption capabilities and fast secure handshakes, enabling QUIC to maintain low latency while ensuring data security.
### 3.4. Multiplexing
In the TCP protocol, data streams on a TCP connection are processed sequentially, and the loss of a previous packet affects the transmission of subsequent packets, known as "head-of-line blocking." The QUIC protocol introduces the concept of "streams," allowing multiple data streams to be transmitted in parallel over the same connection, with each stream being independent and unaffected by packet loss in other streams.
### 3.5. Fast Handshake and Closure
The handshake process of the QUIC protocol is very rapid because it combines multiple steps into a single message, reducing the number of round trips. Additionally, QUIC provides the ability to quickly close connections, allowing resources to be released immediately once data transmission is complete.
### 3.6. Dynamic Adjustment
The QUIC protocol is not static; it can dynamically adjust its behavior based on network conditions. For example, it can adaptively adjust the data packet sending rate to avoid network congestion. Additionally, QUIC offers multiple packet loss recovery mechanisms to suit different network conditions.
### 3.7. Connection Migration
In unstable network environments, such as when a user switches from one Wi-Fi network to a mobile data network, the QUIC protocol can seamlessly migrate connections without needing to re-establish them. This feature is crucial for providing a seamless user experience.
### 3.8. Error Handling and Recovery
The QUIC protocol has designed an efficient error handling and recovery mechanism. When packet loss occurs, QUIC does not immediately reduce the sending rate but attempts to recover lost packets by increasing retransmissions. This approach reduces performance degradation caused by network fluctuations.
### 3.9. Extensibility
The design of the QUIC protocol allows it to easily add new features. For example, QUIC extensions can support more flow control options, new congestion control algorithms, and even entirely new network transmission strategies.
Through the above mechanisms, the QUIC protocol can ensure data transmission reliability while providing lower latency and higher throughput than TCP, making it particularly suitable for applications requiring quick response and high reliability, such as online video, real-time gaming, and mobile applications.
## 4. Application Scenarios of the QUIC Protocol
### 4.1. Web Applications
In web applications, the QUIC protocol can significantly improve browser loading speeds and reduce page rendering times. This is important for enhancing user experience. Currently, many mainstream browsers support the QUIC protocol, such as Google Chrome and Mozilla Firefox.
### 4.2. Real-time Audio and Video Communication
Real-time audio and video communication require extremely low latency and high stability. The low latency characteristic of the QUIC protocol makes it highly valuable in the field of real-time audio and video communication. For example, video conferencing and online voice calls can improve communication quality by adopting the QUIC protocol.
### 4.3. Online Gaming
Online gamers are very sensitive to network latency. The QUIC protocol can reduce the transmission latency of game data packets, improving the response speed and stability of games. This is important for enhancing the gaming experience of players.
### 4.4. Internet of Things (IoT) Devices
With the rapid development of IoT technology, more and more devices need to connect to the internet. The QUIC protocol is suitable for the connection needs of numerous IoT devices, reducing network congestion and device energy consumption. This is significant for promoting the development of the IoT industry.
## 5. Codia AI's products
Codia AI has rich experience in multimodal, image processing, development, and AI.
1.[**Codia AI Figma to code:HTML, CSS, React, Vue, iOS, Android, Flutter, Tailwind, Web, Native,...**](https://codia.ai/s/YBF9)

2.[**Codia AI DesignGen: Prompt to UI for Website, Landing Page, Blog**](https://codia.ai/t/pNFx)

3.[**Codia AI Design: Screenshot to Editable Figma Design**](https://codia.ai/d/5ZFb)

4.[**Codia AI VectorMagic: Image to Full-Color Vector/PNG to SVG**](https://codia.ai/v/bqFJ)

## 6. Conclusion
Through an in-depth analysis of the QUIC protocol, we can see its important position and potential in modern network applications. The QUIC protocol, through its simple design based on UDP, zero RTT connection establishment, built-in TLS 1.3 encryption, multiplexing, and other technical features, achieves low latency, high transmission efficiency, and high security in network transmission. In web applications, real-time audio and video communication, online gaming, and IoT devices, the QUIC protocol has demonstrated significant performance advantages. | happyer |
1,922,897 | Empathetic Product Story For Readability | There was some interest on the last product post so I figure I follow up with some clarification on... | 0 | 2024-07-14T05:00:00 | https://dev.to/theholyspirit/empathetic-product-story-for-readability-2e0e | product, engineering, leadership | There was some interest on the last product post so I figure I follow up with some clarification on some of the ideas.
---
**Empathetic Product Story For Readability** is a formal proposal of user story. It contains 3 stories of user journeys for the proposed new context.
For information on the interesting formatting decisions of the previous positing, please join the discussion at [the common room](philosophy-club.mn.co).
**Empathetic Product Story For Readability** frames the goals of a software program from the perspective of a role identity which interacts with the software. For practicality, three roles are always mapped. The Target Audience Member, The Owner Admin, and The Developer Admin.
**The Target Audience Member** Is the One Who Just Wants A Button To Do The Function They Thought Of. (p:Make A Product Video)
**The Owner Admin** Is A Dedicated Team Member To The Universe. This interface may be defined as multiple product stories; one for each care owner. (p:w-2 employee)
And **The Developer Admin Product** Story Defines The Software Owner Interface. (p:cli dev)
Perfect Product Definition is the collection of Product Stories by role.
OwnerGroup1 is Owner Admin.
Owner Group 2 is Target Audience.
Perfect Product Understanding is a collection. It is the understandings of "How is it possible for me to" from the perspective of the identified roles.
How is it possible for me to **book vacation** as a **user**?
How is it possible for me to **manage bookings** as an **intern**?
How is it possible for me to **oversee bookings** as a **software dev**?
### The Next Step
An Engineer takes over after that answer and produces specifications answering "What Infrastructure Makes That _possible_ Scenario **Possible**?"
The Specifications Document Is A Major Milestone
[(the previous post)](https://dev.to/theholyspirit/a-product-engineering-understanding-332k) | theholyspirit |
1,922,898 | My Wins of Week 🌟 [14/07/24] | Ahhhh...⚡ This week has been full of exciting developments, achievements & Ups and Down. I... | 27,912 | 2024-07-14T06:32:57 | https://dev.to/developedbyjk/my-wins-of-week-140724-3798 | weeklywins, weeklyretro, 100daysofcode |

<br>
<br>
> _Ahhhh...⚡
This week has been full of exciting developments, achievements & Ups and Down. I would like to share my wins with you all. Let's dive in!_ 🌊
---
### 🎯 Coding this week #100daysofcode

<br>
Here is Github repo link Where i Share my 100daysofcode!
🔗 : [100 days of code log](https://github.com/developedbyjk/100daysofcode/)
> ⌛ <br> _want to more consistence in <br/> this journey with goal of coding 2 hr_
---
<br>
### 💾 Working this week:
<br>
**😁 Meme Maker** :
- I am still working on this project as of 14 july. This week i added features like `moveable text` on the meme and also made them `draggable`.
- I also made them downloadable by using canvas but still need to update the text when it move to the canvas, will work on that following week
- Improved the Design and user experience!
>_💡note: Early think to make the text on the meme image as static but wasnt satisfied by the output wanted to make it more useful and creative... definitely it will take time but learn a lot **Progres>>>>Perfection**_
{% twitter 1811725873474863508 %}
<br>
**🧩 Portfolio** :
- Added the [Lab section](https://junedkhan.me/#labs) where i share my experiment project
- Improved Design and Fix some bugs
---
<br>
### 🧠Learning This Week :
- Share Coding journey daily to X & Github as its helpful for understanding weekly progress! 📈
- Learned Framer motion with Next Js... checkout [this video](https://youtu.be/znbCa4Rr054?si=V-Mw89_R1kQF5la8) 📺
- Read up again 3x its so imp 💎
- There are many helpful packages and libraries for accomplishing task in react ⚛️
<br>
<br>
---
### 🍵 Next Week Goals :
- Learn Typescript
- Share PMS to Social
- Share intro video to Social
- Press more on J btn
- Work on clg stuff
<br>
<br>
<br/>

<center>
Thank you for reading about my journey this week! If you have any suggestions or feedback, please leave a comment below. Let's keep building and learning together!
</center>

<center>
Happy Weekend ❤️
</center>
| developedbyjk |
1,922,900 | Free Cloud Relational Databases for Initial Web Application Development | In the burgeoning landscape of web application development, choosing the right database is crucial.... | 0 | 2024-07-14T05:44:27 | https://dev.to/adityabhuyan/free-cloud-relational-databases-for-initial-web-application-development-c5k | relationaladatabase, freedatabase, webapplication, development |

In the burgeoning landscape of web application development, choosing the right database is crucial. For developers, especially those in the initial stages of their projects, cost is a significant factor. Fortunately, several cloud providers offer free tiers for their relational database services, which can be instrumental for startups, hobbyists, and small businesses looking to build and test their applications without incurring hefty expenses. This article delves into some of the best free cloud relational databases, discussing their features, benefits, and potential limitations.
1\. **Amazon RDS Free Tier**
----------------------------
### Overview
Amazon Relational Database Service (RDS) is a managed service that simplifies the setup, operation, and scaling of relational databases in the cloud. The Amazon RDS Free Tier provides a hands-on experience with Amazon’s database capabilities.
### Features
* **Support for Multiple Database Engines**: Amazon RDS supports several database engines, including MySQL, PostgreSQL, MariaDB, Oracle, and Microsoft SQL Server.
* **Automated Backup and Recovery**: The service provides automated backups and point-in-time recovery.
* **Security**: It offers encryption at rest and in transit, as well as Virtual Private Cloud (VPC) support.
* **Scalability**: Users can easily scale their database instances up or down based on their requirements.
### Free Tier Limits
* **750 Hours of Amazon RDS Usage**: This equates to running one instance continuously for a month.
* **20 GB of General Purpose (SSD) Storage**.
* **20 GB of Backup Storage**: This is used for automated database backups and any user-initiated DB Snapshots.
### Benefits
* **Ease of Use**: Amazon RDS is straightforward to set up and manage, making it ideal for developers who prefer to focus on their application logic.
* **Flexibility**: With support for multiple database engines, developers can choose the one that best fits their needs.
* **Integration with AWS Ecosystem**: Seamlessly integrates with other AWS services, providing a robust environment for development and testing.
### Limitations
* **Resource Limits**: The free tier is limited in terms of resources, which might not suffice for more resource-intensive applications.
* **Duration**: The free tier benefits are only available for 12 months after signing up for AWS.
2\. **Google Cloud SQL Free Tier**
----------------------------------
### Overview
Google Cloud SQL is a fully-managed relational database service for MySQL, PostgreSQL, and SQL Server. Google offers a generous free tier for new users, which is perfect for initial development and testing.
### Features
* **Automated Backups and Maintenance**: Google Cloud SQL takes care of database backups and routine maintenance tasks.
* **High Availability**: Ensures your database is available with regional replication.
* **Performance Optimization**: Provides insights and recommendations for performance tuning.
* **Security**: Built-in encryption, VPC service controls, and IAM-based access control.
### Free Tier Limits
* **$300 Free Credit**: Usable within the first 90 days for any Google Cloud services, including Cloud SQL.
* **Small Instance Usage**: Google offers a small instance (db-f1-micro) that can run for free within the limits of the $300 credit.
* **Storage**: Limited storage space in line with the allocated credits.
### Benefits
* **Managed Service**: Offloads the management and operational tasks to Google, allowing developers to focus on application development.
* **Scalability**: Easily scale your database as your application grows.
* **Integration with Google Cloud Services**: Works seamlessly with other Google Cloud services, such as App Engine, Compute Engine, and Kubernetes Engine.
### Limitations
* **Resource Constraints**: The free tier's small instance may not be sufficient for larger applications or those requiring higher performance.
* **Credit Expiry**: The $300 credit must be used within 90 days, after which charges will apply.
3\. **Azure SQL Database Free Tier**
------------------------------------
### Overview
Azure SQL Database is a fully-managed relational database service from Microsoft. It is built on SQL Server and offers a free tier for new users, making it an attractive option for initial development.
### Features
* **Built-In High Availability**: Ensures database uptime with automatic failover and replication.
* **Scalability**: Can easily scale databases up or down based on the needs of the application.
* **Advanced Security**: Provides data encryption, threat detection, and advanced security features.
* **Performance Monitoring**: Includes tools for performance monitoring and tuning.
### Free Tier Limits
* **Free 12-Months of Service**: Includes a free SQL Database with limited resources.
* **DTUs (Database Transaction Units)**: Free tier offers a limited number of DTUs for processing power.
* **Limited Storage**: Typically includes 250 GB of storage, sufficient for small applications.
### Benefits
* **Integration with Azure Services**: Works seamlessly with other Azure services like App Services, Functions, and Virtual Machines.
* **Familiar Environment**: Developers familiar with SQL Server will find it easy to work with Azure SQL Database.
* **Flexibility**: Allows for easy scaling and configuration adjustments.
### Limitations
* **Resource Limits**: The free tier's limited DTUs and storage might not be sufficient for larger applications.
* **Post-12 Months Costs**: After the free tier period, users will need to pay for continued usage.
4\. **Heroku Postgres Free Tier**
---------------------------------
### Overview
Heroku Postgres is a managed PostgreSQL database service provided by Heroku. It is well-suited for developers looking for a simple and scalable solution for their web applications.
### Features
* **Easy Setup and Management**: Heroku Postgres is designed to be easy to set up and manage, with automated backups and simple scaling options.
* **Performance Monitoring**: Includes tools for monitoring database performance and health.
* **High Availability**: Offers features like automatic failover and continuous protection.
### Free Tier Limits
* **Hobby Dev Plan**: The free tier includes a Hobby Dev plan, which provides 1,000 rows of data and limited connections.
* **Limited Storage and Performance**: Suitable for development and small-scale applications.
### Benefits
* **Seamless Heroku Integration**: Works seamlessly with Heroku’s platform-as-a-service offerings.
* **Simplicity**: Ideal for developers who want a no-fuss database solution.
* **Scaling Options**: Easily upgrade to higher plans as your application grows.
### Limitations
* **Resource Limits**: The free tier's limited rows and connections may be insufficient for more substantial applications.
* **Performance**: Free tier offers limited performance, which may not be suitable for high-traffic applications.
5\. **ElephantSQL Free Tier**
-----------------------------
### Overview
ElephantSQL is a PostgreSQL-as-a-service provider that offers a free tier suitable for small projects and initial development phases.
### Features
* **Managed PostgreSQL**: Provides fully managed PostgreSQL instances with automated backups.
* **User-Friendly Interface**: Easy to use web interface for managing databases.
* **Performance Monitoring**: Includes monitoring and alerting tools for database performance.
### Free Tier Limits
* **Little Elephant Plan**: Offers 20 MB of storage and limited connections, suitable for small applications and development purposes.
### Benefits
* **Simplicity**: Easy to set up and manage, making it ideal for developers.
* **Integration Options**: Can be integrated with various platforms and development environments.
* **Scalability**: Allows for easy upgrades to higher plans as needed.
### Limitations
* **Storage and Connection Limits**: The free tier’s storage and connection limits might be restrictive for larger projects.
* **Performance Constraints**: Suitable primarily for development and testing rather than production.
Conclusion
----------
When selecting a free cloud relational database for the initial development of a web application, it’s essential to consider the specific needs of your project. Each of the options discussed offers unique features and benefits, catering to different use cases. Amazon RDS, Google Cloud SQL, and Azure SQL Database provide robust solutions with extensive features and integration capabilities, making them suitable for more comprehensive development projects. Heroku Postgres and ElephantSQL, on the other hand, offer simplicity and ease of use, ideal for smaller projects and developers looking for a straightforward solution.
While free tiers are excellent for getting started, it’s important to plan for the future. As your application grows, you may need to scale up your database resources, which could involve transitioning to paid plans. Therefore, selecting a database service that offers flexible scaling options and seamless migration paths is crucial. Ultimately, the right choice will depend on your specific requirements, development environment, and long-term goals. | adityabhuyan |
1,922,901 | Revolutionizing Voice Control Integration with Sista AI | Experience the power of voicebots with Sista AI. Transform user interactions today! 🚀 | 0 | 2024-07-14T05:45:37 | https://dev.to/sista-ai/revolutionizing-voice-control-integration-with-sista-ai-3ol9 | ai, react, javascript, typescript | <h2>Enhancing User Experiences with Sista AI</h2><p>Voice user interfaces are reshaping technology interactions and enhancing user experiences. In React apps, integrating voice commands can significantly improve accessibility and engagement. **Sista AI** revolutionizes app interactions with its AI voice assistant, transforming any app into a smart app in under 10 minutes. By enabling voice control integration, **Sista AI** boosts engagement by 65% and empowers developers to create voice-controlled applications efficiently.</p><h2>Applications in Various Industries</h2><p>AI technology, especially in voice control integration, has diverse applications across different industries. **Sista AI**'s Conversational AI Agents and Multi-Tasking UI Controller cater to the unique needs of businesses, offering real-time data integration and personalized customer support. Whether in healthcare, finance, or e-commerce, the benefits of AI integration with voice control are evident. **Sista AI**'s advanced AI solutions streamline operations and enhance user engagement, making it a valuable asset for various sectors.</p><h2>Transforming User Interaction with Technology</h2><p>**Sista AI**'s AI voice assistant seamlessly integrates advanced technologies to provide a human-like interaction experience. The platform supports over 40 languages, ensuring a dynamic and engaging user experience on a global scale. By offering hands-free UI interactions and automatic screen reader features, **Sista AI** simplifies user interactions and enhances accessibility. The real-time data integration and full-stack code execution further expand the possibilities of AI integration, making applications smarter and more intuitive.</p><h2>Actionable Insights and Value</h2><p>Understanding the power of AI in transforming user interactions is crucial for businesses seeking to improve customer engagement. **Sista AI** offers actionable insights and practical information on integrating AI voice control to enhance operational efficiency. By leveraging **Sista AI**'s innovative features, businesses can streamline user onboarding, reduce support costs, and enable self-service options. The platform's easy software development kit, limitless auto scalability, and personalized customer support create a seamless experience for businesses looking to revolutionize their app interactions.</p><h2>Empower Your Business with Sista AI</h2><p>Unlock the potential of AI-driven interactions with **Sista AI**. Seamlessly integrate AI voice control into your applications, enhance user engagement, and transform the way users interact with technology. Visit **<a href='https://smart.sista.ai/?utm_source=sista_blog&utm_medium=blog_post&utm_campaign=Revolutionizing_Voice_Control_Integration_with_Sista_AI'>Sista AI</a>** today and discover a new realm of possibilities. Experience the future of AI interaction with **Sista AI**'s advanced solutions that empower businesses and drive progress.</p><br/><br/><a href="https://smart.sista.ai?utm_source=sista_blog_devto&utm_medium=blog_post&utm_campaign=big_logo" target="_blank"><img src="https://vuic-assets.s3.us-west-1.amazonaws.com/sista-make-auto-gen-blog-assets/sista_ai.png" alt="Sista AI Logo"></a><br/><br/><p>For more information, visit <a href="https://smart.sista.ai?utm_source=sista_blog_devto&utm_medium=blog_post&utm_campaign=For_More_Info_Link" target="_blank">sista.ai</a>.</p> | sista-ai |
1,922,902 | A Simple Python Tkinter-based Ollama GUI with no external dependencies | Hello everyone, I would like to share with you ollama-gui - a lightweight, Tkinter-based python GUI... | 0 | 2024-07-14T06:08:35 | https://github.com/chyok/ollama-gui | ollama, python, tkinter, llm | Hello everyone, I would like to share with you [ollama-gui](https://github.com/chyok/ollama-gui) - a lightweight, Tkinter-based python GUI for the Ollama.
## Overview
The project is very simple, with no other dependencies, and can be run in a single file.

It can serve as a first GUI page for beginners, without the need for Docker, VM or other dependencies, just Python (if not using the binary).
## Features
+ 📁 One file project.
+ 📦 No external dependencies, only **tkinter** which is usually bundled.
+ 🔍 Auto check ollama model list.
+ 🌐 Customizable ollama host support.
+ 💬 Multiple conversations.
+ 📋 Menu bar and right-click menu.
+ 🗂️ Model Management: Download and Delete Models
+ 🎨 UI Enhancement: Bubble dialog theme
+ 📝 Editable Conversation History
## Run
Choose any way you like:
### source code
```
python ollama_gui.py
```
### using pip
```
pip install ollama-gui
ollama-gui # or python -m ollama_gui
```
### binary file
I have provided some Windows, Mac, and Linux binaries for convenient direct use, could be downloaded from the GitHub release page.
## Motivation
While looking for a UI interface for Ollama to experiment with large models locally, I found that many had heavy installation dependencies. Since I don't have particularly high requirements for the interface and UI, I decided to write an extremely minimalist UI using Python.
The project home is at https://github.com/chyok/ollama-gui
I would be most appreciative if anyone were interested, and also be tremendously grateful for any feedback or suggestions that anyone may have to offer.
Thanks,
chyok
| chyok |
1,922,903 | Migrating Legacy Systems to Modern Full Stack Architectures: Challenges and Strategies | Migrating legacy systems to modern full stack architectures is a complex, multifaceted endeavor... | 0 | 2024-07-14T05:58:04 | https://dev.to/adityabhuyan/migrating-legacy-systems-to-modern-full-stack-architectures-challenges-and-strategies-1i72 | microservices, fullstack, legacy |

Migrating legacy systems to modern full stack architectures is a complex, multifaceted endeavor that many organizations face as they seek to leverage the benefits of contemporary technologies. Legacy systems, often critical to business operations, are typically outdated in their technology stack, inflexible, and difficult to maintain. On the other hand, modern full stack architectures offer improved performance, scalability, maintainability, and user experience. This article delves into the challenges of such migrations and outlines effective strategies to overcome them.
### Understanding Legacy Systems
Legacy systems are older software systems that are still in use despite the availability of newer, more efficient technologies. They are often built on outdated platforms and may lack the modularity and flexibility required for modern business needs. These systems can be difficult to integrate with new technologies, leading to inefficiencies and increased maintenance costs.
### Challenges in Migrating Legacy Systems
1. **Complexity and Size of Legacy Systems**: Legacy systems are often large, monolithic applications with tightly coupled components. Understanding their intricacies and dependencies can be daunting, making the migration process challenging.
2. **Data Migration**: Migrating data from legacy systems to modern databases involves handling different data formats, ensuring data integrity, and minimizing downtime during the transition.
3. **Compatibility Issues**: Legacy systems might be built on technologies no longer supported, making it difficult to find compatible modern technologies. Additionally, the new architecture must integrate seamlessly with existing systems and processes.
4. **Skill Gaps**: Teams familiar with legacy systems may lack the expertise needed for modern technologies. Conversely, new teams may not understand the legacy system well enough to migrate it effectively.
5. **Cost and Resource Constraints**: Migrating legacy systems is resource-intensive. It requires significant investment in terms of time, money, and human resources, which can be a barrier for many organizations.
6. **Risk Management**: The risk of disrupting business operations during migration is significant. Any downtime or failure during the migration process can have severe business consequences.
7. **Regulatory and Compliance Issues**: Legacy systems often contain sensitive and critical business data. Ensuring compliance with regulatory requirements during and after migration is crucial.
### Strategies for Successful Migration
1. **Comprehensive Assessment and Planning**:
* **Current State Analysis**: Conduct a thorough analysis of the legacy system to understand its functionality, dependencies, and business impact. Identify critical components and potential migration challenges.
* **Future State Vision**: Define the goals of the migration, including the desired architecture, technologies, and business outcomes. Ensure alignment with overall business strategy.
* **Roadmap Development**: Develop a detailed migration roadmap, outlining phases, timelines, and resource requirements. Prioritize components for migration based on business impact and complexity.
2. **Incremental Migration Approach**:
* **Phased Migration**: Rather than a big-bang approach, migrate the system in phases. This minimizes risk, allows for gradual adaptation, and provides opportunities to learn and adjust during the process.
* **Parallel Runs**: Run legacy and modern systems in parallel for a period to ensure functionality and performance before decommissioning the old system.
3. **Adopt Modern Development Practices**:
* **Microservices Architecture**: Break down the monolithic legacy system into smaller, independent services. This enhances modularity, scalability, and maintainability.
* **DevOps and CI/CD**: Implement DevOps practices and Continuous Integration/Continuous Deployment (CI/CD) pipelines to automate testing, integration, and deployment. This accelerates development and ensures higher quality.
* **Containerization**: Use containers (e.g., Docker) to encapsulate legacy applications, making them more portable and easier to manage.
4. **Data Migration and Management**:
* **Data Assessment**: Evaluate the data in the legacy system, including its volume, format, and quality. Identify data that needs to be cleaned, transformed, or archived.
* **ETL Processes**: Implement Extract, Transform, Load (ETL) processes to migrate data to modern databases. Ensure data integrity and consistency throughout the process.
* **Minimize Downtime**: Plan data migration during off-peak hours or use techniques like data replication and synchronization to minimize downtime.
5. **Integration and Interoperability**:
* **APIs and Middleware**: Use APIs and middleware to facilitate communication between legacy and modern systems. This enables gradual migration and ensures continuity of business operations.
* **Interoperability Testing**: Rigorously test integrations to ensure seamless functionality across systems. Address any compatibility issues promptly.
6. **Skill Development and Team Collaboration**:
* **Training and Upskilling**: Invest in training programs to equip teams with the necessary skills for modern technologies. Encourage knowledge sharing and collaboration between legacy and modern technology experts.
* **Cross-Functional Teams**: Form cross-functional teams with members from different domains (e.g., developers, testers, business analysts) to ensure a holistic approach to migration.
7. **Cost Management and Budgeting**:
* **Cost-Benefit Analysis**: Conduct a detailed cost-benefit analysis to justify the investment in migration. Consider both short-term costs and long-term benefits.
* **Budget Allocation**: Allocate budget for various phases of migration, including assessment, development, testing, and deployment. Monitor expenses closely to avoid budget overruns.
8. **Risk Management and Mitigation**:
* **Risk Assessment**: Identify potential risks associated with the migration process. Develop mitigation strategies for each identified risk.
* **Backup and Recovery**: Implement robust backup and recovery mechanisms to protect against data loss and ensure business continuity in case of failures.
9. **Regulatory Compliance and Security**:
* **Compliance Audits**: Conduct compliance audits to ensure adherence to regulatory requirements. Address any gaps identified during the audit.
* **Security Measures**: Implement stringent security measures to protect sensitive data during and after migration. Use encryption, access controls, and monitoring to safeguard data.
10. **Stakeholder Engagement and Communication**:
* **Stakeholder Involvement**: Engage stakeholders early in the migration process to gather requirements, address concerns, and ensure buy-in.
* **Transparent Communication**: Maintain transparent communication with all stakeholders throughout the migration process. Provide regular updates on progress, challenges, and milestones.
### Case Study: Successful Migration Example
**Company XYZ**: Migrating a Legacy CRM System to a Modern Full Stack Architecture
**Background**:Company XYZ, a large enterprise, relied on a legacy Customer Relationship Management (CRM) system built on outdated technology. The system was critical to their operations but faced performance issues, high maintenance costs, and difficulties in integrating with new applications.
**Challenges**:
* The CRM system was monolithic with tightly coupled components.
* Migrating customer data without disrupting business operations was crucial.
* The team lacked expertise in modern technologies.
**Migration Strategy**:
1. **Assessment and Planning**:
* Conducted a comprehensive assessment of the legacy CRM system.
* Defined a clear future state vision, focusing on a microservices-based architecture.
2. **Incremental Migration**:
* Adopted a phased migration approach, starting with less critical components.
* Ran the legacy and new systems in parallel to ensure a smooth transition.
3. **Modern Development Practices**:
* Transitioned to a microservices architecture, breaking down the monolith into independent services.
* Implemented CI/CD pipelines to automate testing and deployment.
* Containerized services using Docker for better portability.
4. **Data Migration**:
* Evaluated and cleaned customer data before migration.
* Used ETL processes to migrate data to a modern relational database.
* Minimized downtime by performing data migration during off-peak hours.
5. **Integration**:
* Developed APIs to facilitate communication between legacy and new systems.
* Conducted thorough interoperability testing to ensure seamless integration.
6. **Skill Development**:
* Invested in training programs to upskill the team in modern technologies.
* Formed cross-functional teams to leverage diverse expertise.
7. **Cost Management**:
* Conducted a cost-benefit analysis to justify the migration investment.
* Monitored expenses closely to stay within budget.
8. **Risk Management**:
* Identified potential risks and developed mitigation strategies.
* Implemented backup and recovery mechanisms to safeguard data.
9. **Compliance and Security**:
* Conducted compliance audits to ensure adherence to regulatory requirements.
* Implemented stringent security measures to protect customer data.
10. **Stakeholder Engagement**:
* Engaged stakeholders early and maintained transparent communication throughout the migration process.
**Outcome**:The migration was successful, resulting in a modern, scalable CRM system. Company XYZ experienced improved performance, reduced maintenance costs, and enhanced integration capabilities. The phased approach and robust planning minimized disruption to business operations.
### Conclusion
Migrating legacy systems to modern full stack architectures is a challenging yet rewarding endeavor. By understanding the complexities and adopting a strategic approach, organizations can successfully transition to modern architectures, unlocking significant business value. Key strategies include comprehensive assessment and planning, incremental migration, adopting modern development practices, effective data management, ensuring integration and interoperability, skill development, cost management, risk mitigation, regulatory compliance, and stakeholder engagement. With these strategies in place, organizations can overcome the challenges of migration and achieve a seamless transition to modern full stack architectures, positioning themselves for future growth and innovation.
| adityabhuyan |
1,922,904 | Understanding Serverless Architecture and Its Impact on Full Stack Development | Introduction Serverless architecture is a revolutionary paradigm in cloud computing that... | 0 | 2024-07-14T06:05:49 | https://dev.to/adityabhuyan/understanding-serverless-architecture-and-its-impact-on-full-stack-development-2f0l | fullstack, serverless |

### Introduction
Serverless architecture is a revolutionary paradigm in cloud computing that has transformed how developers build and deploy applications. Contrary to its name, serverless computing does involve servers, but it abstracts server management and infrastructure concerns away from the developers. This model allows developers to focus solely on writing code and implementing business logic without worrying about server provisioning, scaling, or maintenance.
### What is Serverless Architecture?
Serverless architecture, also known as Function as a Service (FaaS), is a cloud computing model where cloud providers automatically manage the infrastructure, allowing developers to deploy functions—discrete units of business logic—without managing servers. Popular serverless platforms include AWS Lambda, Google Cloud Functions, and Azure Functions. These platforms offer automatic scaling, pay-as-you-go pricing, and built-in fault tolerance.
In a serverless model, developers write functions that are triggered by events, such as HTTP requests, database changes, or file uploads. These functions run in stateless containers, which are ephemeral and can scale up or down rapidly based on demand. The cloud provider handles the provisioning, scaling, monitoring, and maintenance of the underlying infrastructure.
### Key Characteristics of Serverless Architecture
1. **Event-Driven Execution**: Serverless functions are triggered by specific events, making the architecture highly responsive. Examples include HTTP requests, message queue events, or changes in data storage.
2. **Automatic Scaling**: Serverless platforms automatically scale functions in response to incoming events, ensuring optimal resource utilization without manual intervention.
3. **Pay-as-You-Go Pricing**: Costs in a serverless architecture are based on the number of executions and the duration of those executions, leading to cost efficiency, especially for variable workloads.
4. **No Server Management**: Developers do not need to provision, scale, or maintain servers, allowing them to focus purely on writing and deploying code.
5. **Statelessness**: Serverless functions are stateless by design, meaning they do not retain any data between executions. Any required state must be managed externally using databases or other storage services.
### Benefits of Serverless Architecture
1. **Reduced Operational Overhead**: With serverless, developers can concentrate on writing code and business logic without worrying about server management, reducing operational overhead.
2. **Scalability**: Automatic scaling ensures that the application can handle varying loads efficiently, improving performance and reliability.
3. **Cost Efficiency**: The pay-as-you-go model ensures that costs are directly proportional to usage, making it cost-effective for unpredictable or fluctuating workloads.
4. **Rapid Development and Deployment**: Serverless architectures enable rapid prototyping and deployment, as developers can push code without worrying about infrastructure setup and configuration.
5. **Enhanced Security**: Cloud providers manage security patches and updates, reducing the risk of vulnerabilities due to outdated software.
### Impact on Full Stack Development
Serverless architecture significantly impacts full stack development, transforming both front-end and back-end development processes. Here’s how:
#### Front-End Development
1. **Simplified API Integration**: Serverless back-ends often expose RESTful or GraphQL APIs, which front-end developers can easily integrate into their applications. This decouples the front-end and back-end, allowing parallel development.
2. **Enhanced Performance**: Serverless functions can be deployed closer to the end-users using edge locations, reducing latency and improving performance for front-end applications.
3. **Focus on User Experience**: By offloading back-end responsibilities to serverless functions, front-end developers can focus more on enhancing the user experience and improving the application's responsiveness and aesthetics.
4. **Asynchronous Processing**: Serverless functions can handle asynchronous tasks such as image processing, email notifications, and background jobs, improving the front-end's responsiveness and user experience.
#### Back-End Development
1. **Microservices Architecture**: Serverless encourages a microservices approach, where each function handles a specific piece of functionality. This modular approach makes the codebase easier to manage, test, and deploy.
2. **Reduced Boilerplate Code**: Serverless platforms often provide built-in integrations with other services like databases, authentication, and messaging queues, reducing the amount of boilerplate code developers need to write.
3. **Scalability and Reliability**: Automatic scaling ensures that the back-end can handle high traffic without manual intervention, improving reliability and performance.
4. **Event-Driven Design**: Serverless functions are inherently event-driven, which fits well with modern application requirements where real-time data processing and responsiveness are critical.
5. **Simplified DevOps**: With serverless, many traditional DevOps tasks such as server provisioning, patch management, and scaling are handled by the cloud provider, simplifying the deployment pipeline.
### Case Studies and Real-World Applications
To illustrate the impact of serverless architecture on full stack development, let’s consider a few real-world applications and case studies:
#### Case Study 1: A E-commerce Platform
An e-commerce platform adopted serverless architecture to handle peak shopping seasons. By using AWS Lambda for processing orders and AWS API Gateway for handling HTTP requests, the platform achieved:
* **Scalability**: Seamless handling of traffic spikes during flash sales.
* **Cost Efficiency**: Reduced costs by only paying for actual usage rather than provisioning servers for peak load.
* **Reduced Operational Overhead**: Eliminated the need for constant monitoring and scaling of servers.
#### Case Study 2: A Real-Time Chat Application
A real-time chat application leveraged serverless architecture to provide instant messaging services. By using serverless functions to process incoming messages and serverless databases like Amazon DynamoDB, the application benefited from:
* **Low Latency**: Functions deployed at edge locations reduced latency, enhancing user experience.
* **Reliability**: Automatic scaling ensured that the application could handle varying user loads without downtime.
* **Simplified Maintenance**: Serverless reduced the complexity of maintaining a real-time communication infrastructure.
#### Case Study 3: A Content Delivery Network (CDN)
A media company used serverless architecture to build a dynamic content delivery network. Serverless functions were used to process and serve dynamic content, while static content was served from traditional CDN. This hybrid approach provided:
* **High Performance**: Serverless functions deployed at edge locations ensured quick response times for dynamic content.
* **Cost Savings**: Reduced the need for dedicated servers to handle dynamic content generation.
* **Scalability**: Automatically scaled to handle large spikes in traffic during major events or releases.
### Challenges and Considerations
Despite its benefits, serverless architecture presents certain challenges and considerations:
1. **Cold Start Latency**: Serverless functions can experience cold start latency when they are invoked after being idle, which can impact performance for time-sensitive applications.
2. **Debugging and Monitoring**: Debugging serverless applications can be challenging due to their distributed nature. Robust logging and monitoring solutions are essential.
3. **Vendor Lock-In**: Relying heavily on a specific cloud provider’s serverless platform can lead to vendor lock-in, making it difficult to migrate to another provider.
4. **State Management**: Serverless functions are stateless, requiring external services for state management, which can add complexity to the architecture.
5. **Complexity in Testing**: Testing serverless functions can be more complex than traditional applications, requiring strategies for local testing and integration testing.
### Best Practices for Serverless Full Stack Development
To maximize the benefits and mitigate the challenges of serverless architecture in full stack development, consider the following best practices:
1. **Design for Scalability**: Design serverless functions to handle variable loads and ensure they can scale automatically.
2. **Optimize for Cold Starts**: Minimize cold start latency by optimizing function initialization and using techniques like provisioned concurrency.
3. **Implement Robust Monitoring**: Use comprehensive monitoring and logging solutions to track the performance and health of serverless functions.
4. **Manage State Effectively**: Utilize external storage services like databases, caches, and object storage to manage state effectively.
5. **Leverage CI/CD Pipelines**: Implement continuous integration and continuous deployment pipelines to automate the deployment of serverless functions.
6. **Adopt Microservices Principles**: Break down the application into smaller, manageable functions following microservices principles to enhance maintainability and scalability.
7. **Ensure Security**: Implement security best practices, such as least privilege access, environment variable encryption, and regular security audits.
### Conclusion
Serverless architecture has fundamentally transformed full stack development by abstracting server management and providing a scalable, cost-efficient, and responsive environment for application development. By focusing on writing code and business logic, developers can accelerate development cycles, reduce operational overhead, and deliver high-performance applications. However, it is essential to consider the challenges and adopt best practices to fully leverage the potential of serverless architecture. As cloud providers continue to enhance their serverless offerings, the impact on full stack development will only grow, driving innovation and efficiency in the software development landscape.
| adityabhuyan |
1,922,906 | Securing the AWS Infrastructure | Introduction Securing AWS resource infrastructure involves robust IAM (Identity and Access... | 0 | 2024-07-14T11:19:26 | https://dev.to/hrmnjm/securing-the-aws-infrastructure-4n58 | aws, security, vulnerabilities, vpc | ### Introduction
Securing AWS resource infrastructure involves robust IAM (Identity and Access Management), encryption, and continuous monitoring, along with configuring secure VPCs, subnets, and managing ports. I will now discuss and demonstrate a few methods by which we can protect the AWS infrastructure from malicious activities.
### Requirements
An active AWS account with the necessary privileges to manage the needed services and resources.
### Security Measure 1 - Delete unused VPCs, subnets, security groups
The above security measure is essential to
- Minimizing the attack surface
- Reducing necessary costs
- Simplifying management of the network
*Step 1*:
Get the list of resources from EC2 Global View and review all the used / unused resources. Use both the “Region Explorer” and “Global Search” to identify the inactive resources.

*Step 2*:
Detach any running EC2 instances through termination, before deleting the unused default VPCs.

*Step 3*:
You will now be asked for confirmation to delete the default VPCs along with other network resources like subnets, internet gateway etc. Once you confirm, the unused VPCs will be deleted.

**Note**: It is quite easy to recreate a default VPC for any region if deleted accidentally.
### Security Measure 2 - Deploy Private Resources into Private Subnets
Placing resources like EC2, databases, caches in private subnets enhances security by isolating them from direct internet access. All inbound and outbound traffic is routed through NAT gateways and bastion hosts, that ensures compliance with regulatory standards, and facilitates better management and implementation of security policies.
- Create a private subnet with “auto-assign public IPv4 address” is disabled.

- While creating EC2 resources in a private subnet, select Disable for "Auto-assign Public IP".

### Security Measure 3 - Use AWS Systems Manager (SSM) instead of SSH/RDP
Session Manager is able to access instances in private subnets (subnets with no route to the internet) or instances that have Security Groups or Network Access Control Lists with ports 22 (for SSH) or 3389 (for RDS) closed.
Session Manager runs a small open-source agent on the instance that connects into Systems Manager within the AWS network. You can then use the AWS CLI or web management console to start a session that connects into the instance via the agent-based secure tunnel.
*Step 1*: Create VPC endpoints for the SSM by connecting them to the following SSM services. Substitute the region where you have all the resources.
**com.amazonaws.[region].ssm**
**com.amazonaws.[region].ssmmessages**
**com.amazonaws.[region].ec2messages**


*Step 2*: Allow port 443 (HTTPS) inbound access on the security group
Create a security group, or modify an existing security group. The security group must allow inbound HTTPS (port 443) traffic to the resources (ex. private EC2 instance) in your VPC that communicate with the service.

*Step 3*: Create or modify an existing IAM role to have the following policy **AmazonSSMManagedInstanceCore** attached to it and assign this role to all resources to be monitored by SSM.

*Step 4*: Connect to a EC2 instance from Session Manager control screen and click **Start session** to interact with your instances using the browser-based shell.



### Security Measure 4 - Restrict Network Access with Security Groups
- For EC2 instances managed by SSM, delete the inbound and outbound rules for port 22 on the security groups attached to these instances.
- Check for security groups that have overly permissive rules using Trusted Advisor.

### Security Measure 5 - Enable AWS Trusted Advisor
Run the security checks on the Trusted Advisor dashboard and investigate the findings. Pay special attention to those that are marked as **Action recommended** or **Investigation recommended**.

**Note** : The use of Edge Protection for Public Endpoints will be covered in a subsequent post.
### Cleanup
If setting up the measures for practice purposes on the free tier account, make sure to delete the VPC endpoints after trial. For real-time setup, use the pricing calculator to understand the charges for using services like VPC Endpoints and Trusted Advisor.
### Conclusion
The above write-up gives an overview on the various security measures that can be implemented over the network layer to prevent malicious attacks. Implementing best practices such as deleting unused resources, placing critical assets in private subnets, and leveraging AWS Systems Manager (SSM) for centralized management and automation leads to a resilient and secure cloud environment.
*References*
https://catalog.workshops.aws/startup-security-baseline/en-US
| hrmnjm |
1,922,907 | PHP cheat sheet covering essential syntax and functions | Here's a comprehensive PHP cheat sheet covering essential syntax and functions: ... | 0 | 2024-07-14T06:15:13 | https://dev.to/devabdul/php-cheat-sheet-covering-essential-syntax-and-functions-33e1 | webdev, php, laravel, beginners | Here's a comprehensive PHP cheat sheet covering essential syntax and functions:
### Basics
```php
<?php
// Single-line comment
/*
Multi-line comment
*/
// Variables
$variable_name = "Value"; // String
$number = 123; // Integer
$float = 12.34; // Float
$boolean = true; // Boolean
$array = [1, 2, 3]; // Array
// Constants
define("CONSTANT_NAME", "Value");
const ANOTHER_CONSTANT = "Value";
?>
```
### Data Types
- String: `"Hello, World!"`
- Integer: `123`
- Float: `12.34`
- Boolean: `true` or `false`
- Array: `["apple", "banana", "cherry"]`
- Object
- NULL
### Strings
```php
<?php
$str = "Hello";
$str2 = 'World';
$combined = $str . " " . $str2; // Concatenation
// String functions
strlen($str); // Length of a string
strpos($str, "e"); // Position of first occurrence
str_replace("e", "a", $str); // Replace all occurrences
?>
```
### Arrays
```php
<?php
$array = [1, 2, 3];
$assoc_array = ["key1" => "value1", "key2" => "value2"];
// Array functions
count($array); // Count elements
array_push($array, 4); // Add an element
array_merge($array, [4, 5]); // Merge arrays
in_array(2, $array); // Check if element exists
?>
```
### Control Structures
#### If-Else
```php
<?php
if ($condition) {
// code to execute if true
} elseif ($another_condition) {
// code to execute if another condition is true
} else {
// code to execute if all conditions are false
}
?>
```
#### Switch
```php
<?php
switch ($variable) {
case "value1":
// code to execute if variable equals value1
break;
case "value2":
// code to execute if variable equals value2
break;
default:
// code to execute if no case matches
}
?>
```
#### Loops
```php
<?php
// For loop
for ($i = 0; $i < 10; $i++) {
// code to execute
}
// While loop
while ($condition) {
// code to execute
}
// Do-While loop
do {
// code to execute
} while ($condition);
// Foreach loop
foreach ($array as $value) {
// code to execute
}
?>
```
### Functions
```php
<?php
function functionName($param1, $param2) {
// code to execute
return $result;
}
$result = functionName($arg1, $arg2);
?>
```
### Superglobals
- `$_GET` – Variables sent via URL parameters
- `$_POST` – Variables sent via HTTP POST
- `$_REQUEST` – Variables sent via both GET and POST
- `$_SERVER` – Server and execution environment information
- `$_SESSION` – Session variables
- `$_COOKIE` – HTTP Cookies
### File Handling
```php
<?php
// Reading a file
$file = fopen("filename.txt", "r");
$content = fread($file, filesize("filename.txt"));
fclose($file);
// Writing to a file
$file = fopen("filename.txt", "w");
fwrite($file, "Hello, World!");
fclose($file);
?>
```
### Error Handling
```php
<?php
try {
// Code that may throw an exception
if ($condition) {
throw new Exception("Error message");
}
} catch (Exception $e) {
// Code to handle the exception
echo "Caught exception: " . $e->getMessage();
} finally {
// Code to always execute
}
?>
```
### Database (MySQLi)
```php
<?php
// Create connection
$conn = new mysqli($servername, $username, $password, $dbname);
// Check connection
if ($conn->connect_error) {
die("Connection failed: " . $conn->connect_error);
}
// Select data
$sql = "SELECT id, firstname, lastname FROM MyGuests";
$result = $conn->query($sql);
if ($result->num_rows > 0) {
while($row = $result->fetch_assoc()) {
echo "id: " . $row["id"]. " - Name: " . $row["firstname"]. " " . $row["lastname"]. "<br>";
}
} else {
echo "0 results";
}
$conn->close();
?>
```
### Session Management
```php
<?php
// Start session
session_start();
// Set session variables
$_SESSION["username"] = "JohnDoe";
$_SESSION["email"] = "john@example.com";
// Get session variables
echo $_SESSION["username"];
// Destroy session
session_destroy();
?>
```
### Include & Require
```php
<?php
include 'filename.php'; // Includes file, gives a warning if not found
require 'filename.php'; // Includes file, gives a fatal error if not found
include_once 'filename.php'; // Includes file once, checks if already included
require_once 'filename.php'; // Requires file once, checks if already included
?>
```
This cheat sheet covers the fundamental concepts and commonly used features in PHP. Let me know if you need more details on any specific topic! | devabdul |
1,922,908 | Ten Drops: A Python Pygame-CE Game Inspired by Splash Back | I would like to introduce my pygame project, Ten Drops - a fun and addictive water droplet game built... | 0 | 2024-07-14T06:16:02 | https://github.com/chyok/ten-drops | python, pygame, gamedev | I would like to introduce my pygame project, [Ten Drops](https://github.com/chyok/ten-drops) - a fun and addictive water droplet game built using Pygame-CE. This game is a loving tribute to the classic Flash game "Splash Back," reimagined for modern platforms.

## What is Ten Drops?
Ten Drops is a simple yet engaging game where players click on water droplets to make them explode, with the goal of clearing the screen. It's a perfect blend of strategy and quick reflexes that will keep you entertained for hours.
## Key Features
1. Simple, intuitive gameplay
2. Colorful water droplet graphics
3. Inspired by the beloved Flash game "Splash Back"
4. Built using Pygame-CE for smooth performance
## How to Play
The objective is straightforward - click on the water droplets to make them burst. Keep clicking until you've cleared all the droplets from the screen. It's easy to learn but challenging to master!
## Installation:
You can easily install Ten Drops using pip:
```
pip install ten-drops
```
Once installed, simply run:
```
ten-drops
```
For Windows users, I've also provided a binary file that can be directly executed to play the game.
## Future Plans
I'm continually working on improving Ten Drops and adding new features. Some ideas I'm considering include:
- Multiple difficulty levels
- A scoring system
- Sound effects and background music
- Power-ups and special droplets
## Conclusion
Ten Drops is more than just a game - it's a nostalgia trip for those who remember the Flash era and a fun, accessible entry point for new gamers. Whether you're looking for a quick distraction or a new coding project to contribute to, Ten Drops has something for everyone.
Project page: https://github.com/chyok/ten-drops
Thanks!
chyok
| chyok |
1,922,909 | Kubernetes: Advanced Concepts and Best Practices | Kubernetes is a powerful container orchestration platform that automates many aspects of deploying,... | 0 | 2024-07-14T06:15:50 | https://dev.to/prodevopsguytech/kubernetes-advanced-concepts-and-best-practices-4kb4 | kubernetes, devops, advanced | **Kubernetes** is a powerful container orchestration platform that automates many aspects of deploying, managing, and scaling containerized applications. This article delves into several advanced Kubernetes concepts and best practices, helping you leverage the full potential of Kubernetes.
## CI/CD Pipelines ✅
Continuous Integration (CI) and Continuous Deployment (CD) pipelines are critical for modern DevOps practices. Kubernetes integrates seamlessly with CI/CD tools like Jenkins, GitLab CI, and CircleCI to automate the build, test, and deployment processes. Utilizing tools like Helm and Kustomize, you can manage Kubernetes manifests and ensure consistent deployments across environments.
## Per App IAM Roles 🛡️
In Kubernetes, per-app IAM (Identity and Access Management) roles ensure that each application has the minimum required permissions, following the principle of least privilege. This can be achieved by integrating Kubernetes with cloud providers' IAM systems or using Kubernetes Role-Based Access Control (RBAC) to define roles and role bindings for specific applications.
## Pod Security Policies 🛡️
Pod Security Policies (PSPs) are a critical security feature in Kubernetes that define a set of conditions a pod must meet to be accepted into the cluster. PSPs control aspects like the user a pod runs as, the use of privileged containers, and access to the host's network and storage. Implementing PSPs helps enforce security standards and prevent potential vulnerabilities.
## Load Balancing Rules 🔄
Kubernetes provides built-in load balancing mechanisms to distribute traffic across multiple pods. Services and Ingress resources are used to define load balancing rules. Services ensure even distribution of traffic within the cluster, while Ingress resources manage external access to the services, providing features like SSL termination, path-based routing, and virtual hosting.
## Secrets Management 🔒
Kubernetes Secrets are used to manage sensitive information, such as passwords, OAuth tokens, and SSH keys. Secrets are stored in the etcd database and can be mounted as volumes or exposed as environment variables within pods. Properly managing Secrets ensures that sensitive data is securely handled and not exposed in plain text.
## Cluster Health Checks ❤️
Maintaining the health of a Kubernetes cluster involves regular monitoring and health checks. Kubernetes provides built-in mechanisms like liveness and readiness probes to check the health of individual pods. Tools like Prometheus and Grafana can be used to monitor the overall cluster health, providing insights into resource usage, performance metrics, and potential issues.
## CRDs for Extensibility 🔧
Custom Resource Definitions (CRDs) enable you to extend Kubernetes' functionality by defining your own custom resources. CRDs allow you to create and manage new types of resources beyond the built-in Kubernetes objects. This extensibility is useful for implementing custom controllers and operators to automate complex workflows and integrations.
## Disaster Recovery Plans 🔄
A robust disaster recovery plan is essential for any Kubernetes deployment. This involves regular backups of etcd (the key-value store for cluster data), ensuring that critical application data is backed up, and having a strategy for restoring the cluster and applications in case of a failure. Tools like Velero can be used to automate backups and disaster recovery processes.
## High Availability Setups 🌐
High availability (HA) in Kubernetes ensures that your applications and services remain available even in the event of failures. Achieving HA involves deploying multiple replicas of critical components, using distributed storage solutions, and implementing failover mechanisms. Clustering the control plane components and using multi-zone or multi-region deployments can enhance availability.
## Role-Based Access Control 🛡️
Role-Based Access Control (RBAC) is a method of regulating access to Kubernetes resources based on the roles of individual users or service accounts. RBAC policies define which users or groups can perform specific actions on resources. Properly configuring RBAC ensures that users have only the permissions they need, enhancing cluster security.
## Multi-Tenancy Architectures 🏢
Multi-tenancy in Kubernetes involves running multiple tenants (teams, applications, or customers) on a shared cluster while ensuring isolation and security. This can be achieved using namespaces, network policies, and resource quotas to segregate resources and control access. Implementing multi-tenancy enables efficient resource utilization and simplifies management.
## Proactive Capacity Planning 📈
Proactive capacity planning involves forecasting resource requirements and ensuring that the cluster has sufficient capacity to handle future workloads. This includes monitoring current resource usage, predicting growth trends, and scaling the cluster accordingly. Tools like Kubernetes' Horizontal Pod Autoscaler and Vertical Pod Autoscaler can help automate scaling based on performance metrics.
## Persistent Storage Solutions 💾
Kubernetes provides various options for managing persistent storage, such as Persistent Volumes (PVs) and Persistent Volume Claims (PVCs). These abstractions decouple storage from pods, allowing for data persistence beyond the lifecycle of individual pods. Storage classes can be used to define different types of storage (e.g., SSD, HDD) and provision them dynamically.
## Cost Management Strategies 💰
Managing costs in a Kubernetes environment involves optimizing resource usage, choosing the right instance types, and implementing policies to prevent over-provisioning. Tools like Kubernetes' resource quotas and limit ranges can help control resource allocation. Additionally, monitoring and analyzing usage patterns can provide insights for cost-saving opportunities.
## Service Mesh Implementation 🔗
A service mesh is a dedicated infrastructure layer for managing service-to-service communication within a Kubernetes cluster. Tools like Istio, Linkerd, and Consul provide features such as traffic management, security, and observability. Implementing a service mesh enhances the reliability, security, and observability of microservices-based applications.
## Network Wide Service Discovery 🔍
Service discovery in Kubernetes is facilitated by built-in DNS and service mechanisms. Kubernetes automatically assigns DNS names to services, allowing applications to discover and communicate with each other using simple DNS queries. Service discovery is essential for dynamic environments where services may be frequently added, removed, or updated.
## Apps Dependency Management 🔧
Managing dependencies between applications in Kubernetes involves defining clear interfaces and using Kubernetes resources like ConfigMaps, Secrets, and Services. Helm charts and Kustomize can be used to package applications with their dependencies, ensuring consistent deployment across different environments. Proper dependency management simplifies application maintenance and upgrades.
## Container Vulnerability Scanning 🛡️
Ensuring the security of container images involves regularly scanning them for vulnerabilities. Tools like Trivy, Clair, and Aqua Security can be integrated into CI/CD pipelines to automate the scanning process. Identifying and addressing vulnerabilities early in the development cycle helps prevent security issues in production environments.
## Per App Network Security Policies 🔒
Network policies in Kubernetes allow you to define rules for controlling traffic flow between pods. Implementing per-app network security policies ensures that each application has its own set of rules, limiting exposure to potential attacks. This can be achieved using Kubernetes' NetworkPolicy resource, which supports defining ingress and egress rules for pods.
## Resource Monitoring and Logging 📊
Effective resource monitoring and logging are crucial for maintaining the health and performance of a Kubernetes cluster. Tools like Prometheus and Grafana provide detailed insights into resource usage, performance metrics, and alerts. Logging solutions like Fluentd, Elasticsearch, and Kibana (EFK stack) enable centralized logging and easy access to log data for troubleshooting.
## Zero Downtime Update Strategies ♻️
Achieving zero downtime during updates involves using rolling updates and blue-green deployments. Kubernetes supports rolling updates natively, allowing you to update applications incrementally without disrupting service. Blue-green deployments involve running two identical environments (blue and green) and switching traffic between them to achieve seamless updates.
## Machine Pool Isolation for Services 🚜
Machine pool isolation involves segregating different workloads into separate node pools or machine pools. This can be done based on factors like workload type, resource requirements, or security needs. Isolating services into different pools ensures that resource contention is minimized and specific requirements are met for each workload.
## Compliance and Governance Checks ✔️
Ensuring compliance and governance in Kubernetes involves implementing policies and controls to meet regulatory and organizational requirements. Tools like Open Policy Agent (OPA) and Kubernetes Policy Controller can enforce policies for resource management, access control, and configuration standards. Regular audits and monitoring help maintain compliance over time.
## Pod Communication Network Policies 🔒
Network policies control the communication between pods within a Kubernetes cluster. By defining ingress and egress rules, you can restrict which pods can communicate with each other, enhancing security. Implementing network policies ensures that only authorized communication is allowed, reducing the attack surface within the cluster.
## Deployment Versioning and Rollbacks ⏪
Versioning deployments and having the ability to roll back to previous versions are critical for maintaining application stability. Kubernetes supports deployment versioning through its Deployment resource, which keeps track of revisions. In case of issues, you can easily rollback to a previous version, minimizing downtime and impact on users.
## Fleet-Wide Config Updates in Real-Time 🔄
Updating configurations across a fleet of applications in real-time requires a consistent and automated approach. ConfigMaps and Secrets in Kubernetes can be used to manage configuration data, and tools like Helm and Kustomize facilitate updating configurations across multiple applications. Implementing real-time config updates ensures that changes are propagated quickly and reliably.
## Path-Based HTTP Routing Within Cluster 🛣️
Path-based HTTP routing allows you to direct traffic to different services based on URL paths. Kubernetes Ingress resources support path-based routing, enabling you to define rules for directing traffic to specific services. This is useful for hosting multiple applications under a single domain and simplifying URL management.
## Efficient Resources Labeling and Tagging 🏷️
Labeling and tagging resources in Kubernetes enable you to organize and manage resources effectively. Labels are key-value pairs attached to objects like pods, nodes, and services, allowing you to group and select resources based on criteria. Efficient labeling and tagging facilitate resource management, monitoring, and automation.
## Economical Deployment on Spot Instances 💸
Deploying workloads on spot instances can significantly reduce costs by leveraging unused cloud capacity at lower prices. Kubernetes can be configured to use spot instances for non-critical or flexible workloads. Implementing strategies like workload prioritization and automatic scaling helps optimize the use of spot instances while maintaining performance.
## Auto-Scaling Based on Performance Metrics 📈
Auto-scaling in Kubernetes involves dynamically adjusting the number of pod replicas based on performance metrics like CPU and memory usage. The Horizontal Pod Autoscaler (HPA) automatically scales applications based on these metrics, ensuring optimal resource utilization. Implementing auto-scaling helps maintain performance and handle varying workloads efficiently.
---
## **Author by:**

> **Join Our** [**Telegram Community**](https://t.me/prodevopsguy) \\ [**Follow me**](https://t.me/prodevopsguy) **for more DevOps & Cloud content** | notharshhaa |
1,922,930 | Asynchronous JavaScript: The TL;DR Version You'll Always Recall | I've noticed that async JavaScript is a topic of importance in many frontend and full-stack... | 0 | 2024-07-15T16:36:58 | https://dev.to/adityabhattad/asynchronous-javascript-a-comprehensive-guide-hkf | webdev, javascript, programming, learning | I've noticed that async JavaScript is a topic of importance in many frontend and full-stack interviews. So rather than having to open docs and other 100s of resources before each interview or whenever I need to implement it, I decided to create a comprehensive resource ones and for all. The result? This blog.
In this blog post, I have included all the things I knew about async Javascript. So without a further ado, let's get started🚀
## Introduction to Asynchronous JavaScript
To understand asynchronous programming, we first need to understand synchronous programming.
### Synchronous Example:
```javascript
console.log("Vivek loves Javascript");
console.log("Vivek is a frontend dev");
console.log("Vivek wants to learn async Javascript");
```
In this example, the browser executes each line sequentially, waiting for each `console.log` statement to complete before moving to the next. This approach works fine for quick operations but can cause problems with time-consuming tasks.
Take this inefficient factorial calculator:
{% codepen https://codepen.io/Aditya_123456789/pen/qBzdLEa %}
If you input a large number and click "Check to find out", the program freezes temporarily, making the page unresponsive. This happens because JavaScript, in its basic form, is synchronous, blocking, and single-threaded language in its most basic form. When `calculateFactorial` is called, it occupies the single thread, preventing any other code from executing until it returns.
### Making the Program Responsive
To make our program more responsive, it should:
1. Start a long-running operation by calling a function.
2. Have the function initiate the operation and return immediately, allowing the program to remain responsive to other events.
3. Execute the operation in a way that doesn't block the main thread.
4. Notify us with the result when the operation eventually completes.
### Asynchronous Functions
Asynchronous functions allow a program to initiate a time-consuming task and remain responsive to other events while that task runs. The program can continue executing other code and receive the result once the task completes.
In the following sections, first we will explore how to use them, and then at the end we will take a look at how they work behind the scene.
## Timeout and Interval
Let's start with the basics of async programming and build from there.
### `setTimeout`
The setTimeout function executes a block of code once after a specified time has elapsed.
#### Parameters:
1. A reference to the function to be executed.
2. The time (in milliseconds) before the function will be executed.
3. Optional parameters to pass to the function when executed.
#### Function Signature:
```javascript
setTimeout(function, duration, param1, param2, ...);
```
To cancel a timeout, you can use the `clearTimeout()` method, passing in the identifier returned by `setTimeout` as a parameter.
Here's how you can use `clearTimeout`:
```javascript
const timeoutId = setTimeout(() => {
console.log('hello');
}, 100);
clearTimeout(timeoutId);
// Expected output: (nothing)
```
A more practical scenario for clearing timeouts is in React when a component gets unmounted. We can use `clearTimeout` to cancel the timeout used in that component, freeing up resources.
### `setInterval`
`setInterval` is similar to `setTimeout`, with one key difference: it executes repeatedly at the specified interval, continuing indefinitely until cleared.
#### Example:
```javascript
const intervalId = setInterval(() => {
console.log('hello, from setInterval!');
}, 100);
clearInterval(intervalId);
```
### Notes:
- Timers and intervals are not part of JavaScript itself but are implemented by the browser (client-side) and Node.js (server-side). setTimeout and setInterval are names given to this functionality in JavaScript.
You can achieve the same effect as setInterval with a recursive setTimeout:
- It's also possible to achieve the same effect as `setInterval` with a recursive `setTimeout`:
```javascript
function run() {
console.log("I will also run after a fixed duration of time, just like I would have if it was setInterval.");
setTimeout(run, 100);
}
setTimeout(run, 100);
```
## Callback Functions
### Definition and purpose
In JavaScript, functions are first-class objects, meaning they can be:
1. Assigned to variables
2. Passed as arguments to other functions
3. Returned from functions
This ability to pass functions as arguments is what enables callback functionality. Any function that is passed to another function is called a callback function. The function which accepts another function as an argument or returns another function is called a higher-order function.
With setTimeout and setInterval, we pass a callback to these functions, making them higher-order functions.
#### Take another simple example:
```javascript
// This is an example of a callback function.
function greet(name) {
console.log(`Hello, ${name}!`);
}
// This is an example of a higher-order function.
function greetVivek(greetFn) {
greetFn("Vivek");
}
greetVivek(greet);
```
In this example, greet is a callback function in the context of greetVivek. Since greetVivek takes a function as input, it is considered a higher-order function.
#### Synchronous vs. Asynchronous Callbacks
- **Synchronous Callback**: Executes immediately, like in the example above.
- **Asynchronous Callback**: Executes after an asynchronous operation completes, delaying execution until a particular time or event, example: callback passed to setTimeout.
#### Callback Hell
When multiple callback functions depend on the result obtained from the previous level, it can lead to deeply nested code, making it difficult to read and maintain.
**Example**
```javascript
getData(function(a) {
getMoreData(a, function(b) {
getMoreData(b, function(c) {
getMoreData(c, function(d) {
getMoreData(d, function(e) {
console.log('Where the hell am I??');
});
});
});
});
});
```
To solve this problem, promises were introduced, making asynchronous code easier to write and understand.
## Promises
### Introduction to Promises
MDN Definition:
> A promise is a proxy for value not necessarily known when it is created, it allows us to associate handlers with an asynchronous actions eventual success value or failure reason.
In simple words:
A Promise is an object representing the eventual completion or failure of an asynchronous operation. It can be in one of three states:
1. Pending: Initial state, neither fulfilled nor rejected.
2. Fulfilled: The operation completed successfully.
3. Rejected: The operation failed.
The eventual state of a pending promise can either be fulfilled with a value or rejected with a reason (error). When either of these states occur, the associated handlers queued up by the promise's then or catch method are called.
**Example**:
```javascript
function buySandwich() {
return new Promise((resolve, reject) => {
if (Math.random() > 0.5) {
resolve('Here is your cheese sandwich!');
} else {
reject(new Error('Sorry, not enough bread left.'));
}
});
}
buySandwich()
.then((res) => {
console.log(res);
console.log("I love cheese sandwiches.");
})
.catch((err) => {
console.log(err.message);
console.log("Now I will have to cook pasta instead.");
})
.finally(() => {
console.log("Let’s go for a walk!");
});
```
If the promise has already been fulfilled or rejected when a handler is attached, the handler will still be called, so there is no race condition between an asynchronous operation and its handlers being attached.
```javascript
const myPromises = Promise.resolve('Trust me bro!');
myPromise.then((value)=>{
console.log('Told, you!');
})
```
Here is nice diagram from MDN to understand it better

### Chaining Promises
Since .then() and .catch() methods both return promises, they can be chained.
This functionality makes them better alternative of callbacks.
#### How promises can be use instead of callbacks
**Callback Example**
```javascript
getData(function(a) {
getMoreData(a, function(b) {
getMoreData(b, function(c) {
getMoreData(c, function(d) {
getMoreData(d, function(e) {
console.log('Where the hell am I??');
});
});
});
});
});
```
**Same function written using promises**
```javascript
getData()
.then(a => getMoreData(a))
.then(b => getMoreData(b))
.then(c => getMoreData(c))
.then(d => getMoreData(d))
.then(e => {
console.log('Here is the final result: ', e);
})
.catch(err => {
console.error('Something went wrong:', err);
});
```
Much more readable this way.
### Error handling with Promises
There are two ways to handle errors with promises:
1. Passing an `onRejected` handler as the second argument to `.then()`:
If we do this, the error won't be caught if it is thrown from the `onFulfillment` handler.
```javascript
myPromise.then(
result => { /* handle success */ },
error => { /* handle error */ }
);
```
2. Passing an `onRejected` handler to a .catch() block:
This ensures that even if the `onFulfillment` handler throws an error, it is caught by the .catch() and can be handled there.
```javascript
myPromise
.then(result => { /* handle success */ })
.catch(error => { /* handle error */ });
```
The `.catch()` method is generally preferred as it also catches errors thrown in the `.then()` handlers.
### Static method for promises
#### Promise.all()
The `Promise.all()` method takes an iterable of promises as input and returns a single Promise that resolves to an array of the results of the input promises. The returned promise will resolve when all of the input's promises have resolved, or if the input iterable has no promises. It rejects immediately if any of the input promises reject or if a non-promise throws an error, and will reject with the first rejection message/error.
**Example**
```javascript
const promise1 = Promise.resolve(3);
const promise2 = 42;
const promise3 = new Promise((resolve,reject)=>{
setTimeout(resolve,100,'foo');
})
Promise.all([promise1,promise2,promise3]).then((values)=>{
console.log(values);
})
// expected output Array [3,42,'foo']
```
#### Promise.allSettled()
Slight varaition of `Promise.all()`, `Promise.allSettled()` waits for all input promises to complete regardless of whether they resolve or reject. It returns a promise that resolves after all of the given promises have either resolved or rejected, with an array of objects that each describe the outcome of each promise.
**Example:**
```javascript
const promise1 = Promise.reject("failure");
const promise2 = 42;
const promise3 = new Promise((resolve) => {
setTimeout(resolve, 100, 'foo');
});
Promise.allSettled([promise1, promise2, promise3]).then((results) => {
console.log(results);
});
// expected output: Array [
// { status: "rejected", reason: "failure" },
// { status: "fulfilled", value: 42 },
// { status: "fulfilled", value: 'foo' }
// ]
```
#### Promise.any()
`Promise.any()` takes an iterable of promises as input and returns a single Promise. This returned promise fulfills when any of the input promises fulfill, with the first fulfillment value. It rejects when all of the input's promises reject (including when an empty iterable is passed), with an AggregateError containing an array of rejection reasons.
**Example**
```javascript
const promise1 = Promise.reject(0);
const promise2 = new Promise((resolve) => setTimeout(resolve, 100, 'quick'));
const promise3 = new Promise((resolve) => setTimeout(resolve, 500, 'slow'));
const promises = [promise1, promise2, promise3];
Promise.any(promises).then((value) => console.log(value));
// expected output: "quick"
```
#### Promise.race()
The Promise.race() method returns a promise that fulfills or rejects as soon as one of the input promises fulfills or rejects, with the value or reason from that promise.
**Example**
```javascript
const promise1 = new Promise((resolve,reject)=>{
setTimeout(resolve,500,'one');
})
const promise2 = new Promise((resolve,reject)=>{
setTimeout(resolve,100,'two');
})
Promise.race([promise1,promise2]).then((value)=>{
console.log(value);
// Both resolves but promise2 is faster.
})
// expected output: 'two'
```
**Most famous usage of `Promise.race()`: to implement timeouts for async function, that is if the async functions take too long we can suspend it.**
```javascript
function promiseWithTimeout(promise,duration){
return Promise.race(
[
promise,
new Promise((_,reject)=>{
setTimeout(reject,duration,"Too late.")
})
]
)
}
promiseWithTimeout(new Promise((resolve,reject)=>{
setTimeout(resolve,4000,"Success.")
}),5000).then((result)=>{
console.log(result)
}).catch((error)=>{
console.log(error)
})
```
## Async/Await
### Introduction to async/await
From the above sections, it's clear that chaining promises solves the problem we had with callback hell. However, there is an even better way to handle asynchronous operations: using the `async` and `await` keywords introduced in ES2017 (ES8). These keywords allow us to write code that looks synchronous while performing asynchronous tasks behind the scenes.
### Async functions
The `async` keyword is used to declare async functions. Async functions are instances of the `AsyncFunction` constructor. Unlike normal functions, async functions always return a promise.
**Normal function**
```javascript
function greet() {return "hello"}
greet()
// expected output: hello
```
**Async function**
```javascript
async function greet() {return "hello"}
greet()
```
We can also explicitly return a promise:
```javascript
async function greet() {
return Promise.resolve("hello")
}
greet()
// expected out (same for both): Promise{<fulfilled>:"hello"}
```
We can use `.then()` to get actual result.
```javascript
greet().then((res)=>{
console.log(res);
})
// expected output: "hello"
```
The real advantage of async functions is when we use them with the await keyword.
### The await keyword
The await keyword can be placed in front of any async promise-based function to pause your code execution until that promise settles and returns its result. Note that the await keyword only works inside async functions, so we cannot use await inside normal functions.
**Example**
```javascript
async function greet(){
let promise = new Promise((resolve,reject)=>{
setTimeout(()=>resolve("hello"),1000)
})
let result = await promise;
console.log(result);
}
greet()
// expected output: "hello" (after 1 second)
```
#### Chaining Promises vs Async/Await
Here is the same function written with promises as well as async/await:
**Using Promises**
```javascript
getData()
.then(a => getMoreData(a))
.then(b => getMoreData(b))
.then(c => getMoreData(c))
.then(d => getMoreData(d))
.then(e => {
console.log('Here is the final result: ',e);
})
.catch(err => {
console.error('Something went wrong:', err);
});
```
**Using Async/Await**
```javascript
async function getData() {
try {
const a = await getData();
const b = await getMoreData(a);
const c = await getMoreData(b);
const d = await getMoreData(c);
const e = await getMoreData(d);
console.log('Here is the final result: ', e);
} catch (err) {
console.error('Something went wrong:', err);
}
}
```
Even error handling becomes much simpler with async/await.
### Sequential vs Concurrent Execution
To improve the performance of web applications, we can use all the concepts we've learned above. Normally, when making asynchronous function calls one after another, the requests are blocked by the previous request, referred to as a request "waterfall," as each request can only begin once the previous request has returned data.
**Sequential Execution**
```javascript
// Simulate two API calls with different response times
function fetchFastData() {
return new Promise(resolve => {
setTimeout(() => {
resolve("Fast data");
}, 2000);
});
}
function fetchSlowData() {
return new Promise(resolve => {
setTimeout(() => {
resolve("Slow data");
}, 3000);
});
}
// Function to demonstrate sequential execution
async function fetchDataSequentially() {
console.log("Starting to fetch data...");
const startTime = Date.now();
// Start both fetches concurrently
const fastData = await fetchFastData();
const slowData = await fetchSlowData();
const endTime = Date.now();
const totalTime = endTime - startTime;
console.log(`Fast data: ${fastData}`);
console.log(`Slow data: ${slowData}`);
console.log(`Total time taken: ${totalTime}ms`);
}
fetchDataSequentially()
/*
expected output:
Starting to fetch data...
Fast data: Fast data
Slow data: Slow data
Total time taken: 5007ms
*/
```

**Concurrent Execution:**
```javascript
async function fetchDataConcurrently() {
console.log("Starting to fetch data...");
const startTime = Date.now();
// Start both fetches concurrently
const fastDataPromise = fetchFastData();
const slowDataPromise = fetchSlowData();
// Wait for both promises to resolve
const [fastData, slowData] = await Promise.all([fastDataPromise, slowDataPromise]);
const endTime = Date.now();
const totalTime = endTime - startTime;
console.log(`Fast data: ${fastData}`);
console.log(`Slow data: ${slowData}`);
console.log(`Total time taken: ${totalTime}ms`);
}
/*
expected output:
Starting to fetch data...
Fast data: Fast data
Slow data: Slow data
Total time taken: 3007ms
*/
```

In the concurrent execution, both requests are fired off simultaneously, and we await them using `Promise.all()`. As the requests are called concurrently, no request has to wait for the other, resulting in faster overall execution.
## JavaScript Event Loop
Now that we have seen what promises are and how to use them, it is always good to understand how they work. As I mentioned earlier, JavaScript is a synchronous, blocking, and single-threaded language. The JavaScript engine has its own provisions to execute async code. Several different components come together to make async code execution possible.
### Call Stack
The call stack is where the code executes line by line. The execution pointer starts from the top, pushing functions to be executed line by line onto the call stack and popping them out once they return.
### Web APIs
These are provided by the browser in client-side JavaScript and by Node.js in server-side JavaScript. When there is any asynchronous task to be executed, it is passed to Web APIs, which are responsible for executing them. This offloading of asynchronous tasks allows the browser to execute other operations and prevents it from freezing.
### Callback Queue
This is a queue data structure. Whenever `setTimeout` or `setInterval` needs to be called after a particular duration, the Web APIs cannot directly push the code to the call stack as it would pause the current execution of the call stack, potentially leading to unexpected results. To avoid this, there is a buffer-like zone, so all the callbacks to be executed go from Web APIs to the callback queue before reaching the call stack.
### Microtask Queue
Similar to the callback queue but used for promises (It is given greater priority than the callback queue).

### How the event loop works
#### Synchronous Code
First, let's start by seeing how the event loop works for normal synchronous code. Consider the following code:
```javascript
function A() {
console.log("A");
}
function B() {
console.log("B");
}
function C() {
console.log("C");
}
A();
B();
C();
```
As the execution pointer starts from the first line, function `A` gets pushed to the stack, is executed, and then popped off the stack. The same thing happens with `B` and then `C`. All this happens sequentially. Here nothing other that call stack and memory heap are included.
#### Asynchronous Code
But when there is asynchronous code included, the JavaScript engine cannot handle these by itself. This is where the Web APIs, event loop, task queue, and microtask queue come into play. Let's visualize the execution flow of code that includes `setTimeout`:
```javascript
function A() {
console.log("A");
}
setTimeout(function B() {
console.log("B");
}, 1000);
function C() {
console.log("C");
}
A();
C();
```
Here, as usual, the execution pointer starts from the first line, pushes `A` onto the stack, executes it, and pops it off. After this, `setTimeout` is pushed to the call stack. The callback function along with the timer is passed to the Web APIs to handle, and `setTimeout` is popped off the stack. The function `C` is then pushed to the stack, executed, and popped off. When the time defined in `setTimeout` elapses, the callback function is passed to the task queue. The event loop keeps checking if there is anything in the task queue and call stack. If there is anything in the task queue and the call stack is empty, the function in the queue is passed to the call stack, where it is executed as normal synchronous code.
#### Promises
Let's go through the code that includes a promise:
```javascript
function A() {
console.log("A");
}
const promise = new Promise((resolve) => {
setTimeout(() => resolve("B"), 1000);
});
promise.then((res) => {
console.log(res);
});
function C() {
console.log("C");
}
A();
C();
```
Here, as usual, function `A` is pushed to the stack, gets executed, and pops off. Then the promise object is created and passed to the memory heap, and the async code is passed to Web APIs to be executed. Concurrently, the execution pointer moves to the next line, and when it scans the `.then()`, it assigns the callback passed to the then to the resolve value of the promise. Then it pushes function `C` to the call stack, executes it, and pops it off. Once the async code is done executing, the callback along with the returned value is passed to the microtask queue. The event loop keeps polling the call stack, and when the call stack is empty, it moves the callback along with the value to the call stack, where it gets executed.
## Resources:
**Asynchronous JavaScript Crash Course**: https://youtu.be/exBgWAIeIeg?si=ccrAcUXnQS0gJgWE
**MDN Docs**: https://developer.mozilla.org/en-US/docs/Learn/JavaScript/Asynchronous
## Conclusion
Thank you for taking the time to read this blog post till the finish. I have plans to start a series where I share about what I did as a developer or anything I learned throughout the week. I am planning to write weekly, so if you find this blog interesting, make sure to keep an eye out for future posts.
Plus, if you have any feedback, or corrections, please let me know. Your input is valuable and helps improve the content for everyone.
Have a great day✨! | adityabhattad |
1,922,932 | Write the Perfect Resume with ChatGPT: Insider Tips! | AI is strengthening its roots in the current technological world. Its implementation is significantly... | 0 | 2024-07-14T06:24:00 | https://dev.to/devops_den/write-the-perfect-resume-with-chatgpt-insider-tips-2fm5 | webdev, beginners, career, react |
AI is strengthening its roots in the current technological world. Its implementation is significantly impacting our routine lives. Chatgpt, one of the greatest finds by Open AI in the 21st century has now become an integral part of completing our daily tasks such as research, writing assignments, coding, and many more. So could you use ChatGpt to write a resume for you? Absolutely, yes. Chatgpt can help you build a magical resume to hit success in your next interview. So let's go deep into today's topic and understand how to write a resume using Chatgpt for your upcoming interviews.
## Why Chatgpt for your resume?
Chatgpt is a popular AI chatbot that uses natural language processing to create human-like writings, starting from simple notes to advanced copies. You have to provide a simple prompt to the chatbot regarding what you are expecting in the output and Chatgpt will serve the rest for you. Here are some reasons why you should use Chatgpt to write a resume:
1. Chatgpt provides sentences free from grammatical mistakes and errors.
2. It can provide different versions of writing for the same input.
3. You can research different styles and customize your outcomes.
4. It saves time and provides output in just a few seconds.
## How to write a resume using Chatgpt - Insider tips
### Attracting Introduction and Objectives
"First impression is the last impression". You all have heard of this one. It means your initial impressions creates a lasting impact on the observer. Intro and objective being the facade of the resume should be eye-catching and marvelous to build an impact on the interviewer.
Chatgpt can help you add a short and crisp yet professional introduction about you that attracts everyone's eyes. Moreover, chatbots can make your objective short and relevant focusing on your goal and not feel messy during reading. The combo of a solid intro and focused objective can build a lasting impression on the viewer.
**Example: **
### Timeline Style Work Experience
Those long and boring work experience writing styles are now old-fashioned. Founders are expecting an innovative presentation of work on the table. Using Chatgpt, you can create a timeline-style work ex-display to gain the attraction of the interviewer.
Just provide accurate data regarding your past working experience and provide prompt "summarize". It will automatically analyze your data and abstract the important points into bullets to create a beautiful summary of your work, Next, provide the prompt "Create a timeline with years". Chatgpt will convert the summary into a timeline. That's how you can put your work experience glamourously on the resume.
### The mix of creativity and professionalism
Consider a scenario, where you are going to Netflix for an interview. You are holding an outdated, long, and boring resume in one hand. But you have the option to represent a resume written on the theme of a web series which is more interesting and hits the niche of Netflix. So which one are you gonna choose? Undoubtedly, the second one, right?
Chatgpt provides you the luxury to connect your resume with different writing styles and creative themes to build an amazing masterpiece.
**For example: **
"If you want to represent your resume as a poem just input the prompt " convert my resume into a poem" and the work will be done in seconds by the chatbot" .
## Create Different Versions with customization
Last but not least, customize your resume according to your needs. If you giving interviews in three different spaces along with different requirements than mold your resume accordingly. It is one of the greatest reasons why people do not get selected, as they use the same kind of resume in every interview. A little research about the company and a few seconds with Chatgpt can provide magical results in serving a tailored resume for a particular interview session.
## Things to take care of while creating a resume with Chatgpt
Always remember to provide accurate data regarding your past experience and bio, so that the chatbot can create a prominent write-up.
Never share your personal phone number or mail in the chat prompt to ensure your data is safe. You can use dummy numbers and mail for the same.
Don't blindly copy paste the content from Chatgpt. Check twice before implementing and rectify if there are any mistakes in data or facts.
## Conclusion
Ta-da! Here is your dream resume ready in your hand to hit the right spot during the interview. Use these tips and build an excellent resume and stand out from others. You can also try some magnificent tools integrated with Chatgpt to achieve optimal results. So what are you waiting for? Try it out now!
## FAQs
**Can I build my resume in different languages using Chatgpt?**
Actually yes, you can build a resume in different languages using Chatgpt. However, you have to check whether the particular language integration whether available or not with Chatgpt.
**Is it free to use Chatgpt for creating a resume?**
Yes, it's free to build a resume with Chatgpt. You only have to sign up using your active phone number and start creating.
**What prompt should I use to create a resume in Chatgpt?**
You simply have to list all your data and provide the prompt "Create resume". Chatgpt will do the rest for you.
**Is it useful to create a resume with Chatgpt?**
Yes, absolutely! Chatgpt provides numerous benefits such as error-free language, customization, and theme-based writing. It can help you in building a perfect resume.
Read More
https://dev.to/devops_den/what-is-business-manager-in-sfcc-salesforce-commerce-cloud-9cd
https://devopsden.io/article/detailed-guide-on-amazon-rds
[Want to know How to Check Your GitLab Version?](https://devopsden.io/article/how-to-check-your-gitlab-version) | devops_den |
1,922,934 | Embarking on a 6-Month Learning Journey: Join Me in Building and Growing! | Excited to share my plans for the next 6 months! 🎉 I will be dedicating this time to... | 0 | 2024-07-14T06:27:42 | https://dev.to/satyam_kumar_550219cfcffd/embarking-on-a-6-month-learning-journey-join-me-in-building-and-growing-487l |

---
Excited to share my plans for the next 6 months! 🎉
I will be dedicating this time to learning and building projects, focusing on enhancing my skills and bringing innovative ideas to life. As I dive deeper into backend development, I aim to create robust applications using JavaScript, Node.js, Express.js, NoSQL, and MongoDB. Additionally, I will be expanding my knowledge by learning frontend technologies, including HTML5, CSS, Tailwind, Bootstrap, and Figma, to become a more versatile developer.
I invite you all to be my partners in this learning journey! Your feedback and support will be invaluable, so feel free to review my progress and share your thoughts.
Stay tuned for updates on my progress and the projects I'll be working on. Looking forward to this journey of growth and development!
#LearningJourney #BackendDevelopment #FrontendDevelopment #HTML5 #CSS #Tailwind #Bootstrap #Figma #TechProjects #ContinuousLearning #Innovation #CommunitySupport
---
| satyam_kumar_550219cfcffd | |
1,922,935 | My rails performance tips compilation | This serves as a compilation of rails performance tips I posted on Twitter. This is an ongoing work.... | 0 | 2024-07-14T06:43:11 | https://dev.to/haseebeqx/my-rails-performance-tips-compilation-4dhd | rails | ---
title: My rails performance tips compilation
published: true
description:
tags: #rails
# cover_image: https://direct_url_to_image.jpg
# Use a ratio of 100:42 for best results.
# published_at: 2024-07-14 06:32 +0000
---
This serves as a compilation of rails performance tips I posted on Twitter. This is an ongoing work. I will post tweets from others too.
{% embed https://x.com/Haseebeqx/status/1809099067555000712 %}
{% embed https://x.com/Haseebeqx/status/1812363772549566546 %}
{% embed https://x.com/Haseebeqx/status/1812003525599039489 %}
| haseebeqx |
1,922,937 | Python : Print() method | Day 1- Hi, Everyone Today I learned about the print() method Print () is the simplest used to... | 0 | 2024-07-14T06:53:40 | https://dev.to/ishwariya_ishu0708_3e5224/python-print-method-12hh | python, programming, method | Day 1-
Hi, Everyone
Today I learned about the print() method
Print () is the simplest used to display a string or a number. Here are some basic examples:
```python
print("Hello world")
```
| ishwariya_ishu0708_3e5224 |
1,922,938 | 🌟 JavaScript Learning Journey: Two Weeks of Progress! 🌟 | Over the past two weeks, I've been diving deep into JavaScript, and I'm excited to share my progress... | 0 | 2024-07-14T06:51:18 | https://dev.to/nitin_kumar_8d95be7485e37/javascript-learning-journey-two-weeks-of-progress-2iio | Over the past two weeks, I've been diving deep into JavaScript, and I'm excited to share my progress with you all! 🎉
🔍 Here's what I've been working on:
Fundamentals of JavaScript:
Understanding variables, data types, and operators.
Learning about control structures like loops and conditionals.
Functions and Scope:
Writing reusable functions and grasping the concept of scope.
Exploring function expressions and arrow functions.
Understanding and implementing pure functions.
Objects and Arrays:
Manipulating objects and arrays to store and manage data.
Using methods to interact with arrays and objects effectively.
📚 Resources I've Been Using:
MDN Web Docs: Comprehensive documentation and tutorials on JavaScript.
Eloquent JavaScript by Marijn Haverbeke: An in-depth book covering the basics and advanced concepts.
freeCodeCamp: Hands-on exercises and projects to reinforce learning.
JavaScript.info: Detailed articles and tutorials on various JavaScript topics.
YouTube Channels: Traversy Media, The Net Ninja, and Academind for video tutorials and walkthroughs.
These two weeks have been a rewarding experience, and I'm thrilled with my progress. I look forward to continuing this journey and building more complex projects in the coming weeks.
Code Link : [Github Repo](https://github.com/nittinkumarhr/java-scripts/)
Stay tuned for more updates, and feel free to share your own learning experiences in the comments! 🚀
#JavaScript #LearningJourney #WebDevelopment #Coding #Tech
| nitin_kumar_8d95be7485e37 | |
1,922,939 | Day 13 of 100 Days of Code | Sat, Jul 13, 2024 Today I began the last Codecademy lesson of the first course, Responsive Design.... | 0 | 2024-07-14T06:59:38 | https://dev.to/jacobsternx/day-13-of-100-days-of-code-2lda | 100daysofcode, webdev, javascript, beginners | Sat, Jul 13, 2024
Today I began the last Codecademy lesson of the first course, Responsive Design. Now that all course material is new for me, my focus going forward will be on learning rather than hitting targets. I may not make JavaScript by Monday, but I'm going to responsively design my way to JavaScript as soon as possible!
The reason I've given Codecademy so much praise is not only that the lessons are thorough yet concise, but also they have practical exercises and bonus topics that serve as a basis for lessons and tie them together. For example, including UX in Web Development Foundations makes the course more spirited, plus I've seen at least a starter version of the topic, but also in terms of the learning process, it improves memorization to start with problem-solving, top-down, which is how I most like to work.
While macOS is the best development environment imo, most of my experience is with Windows and Linux. While I've made big strides learning macOS, occasionally, the Apple-isms can be frustrating. However, this MacBook has exceeded my expectations, and I'm looking forward to window snapping and AI features coming this fall in the next macOS release, Sequoia.
Regarding expectations for this 100 days of code challenge, I started on July 1, and anticipate taking about 120 days to complete Codecademy's Full-Stack Engineer certificate, so aiming for late October. My dashboard shows me at 12%.
 | jacobsternx |
1,922,940 | Unveiling the World in 3D: Exploring Point Clouds and Ouster's LiDAR Technology | The world around us is brimming with intricate details. Capturing these details in a way that... | 0 | 2024-07-14T07:12:45 | https://dev.to/epakconsultant/unveiling-the-world-in-3d-exploring-point-clouds-and-ousters-lidar-technology-1igj | lidar | The world around us is brimming with intricate details. Capturing these details in a way that transcends traditional 2D representations has become increasingly important. This is where point clouds and LiDAR (Light Detection and Ranging) technology come into play. Let's delve into the fascinating world of point clouds and explore how Ouster, a leading LiDAR innovator, is pushing the boundaries of 3D data capture.
Demystifying Point Clouds:
Imagine a vast collection of data points, each representing a specific location in 3D space. This is the essence of a point cloud. Each point holds information such as its X, Y, and Z coordinates, along with additional data like color (RGB values) and intensity, creating a digital representation of a physical object or environment. Point clouds are revolutionizing various industries by offering a highly detailed and accurate way to capture and analyze spatial data.
The Power of LiDAR Technology:
LiDAR technology acts as the backbone for generating point clouds. It functions similarly to radar, but utilizes light pulses instead of radio waves. A LiDAR sensor emits laser beams and measures the time it takes for them to reflect off objects and return to the sensor. This time difference allows for precise calculation of the distance to each point, building up a comprehensive point cloud of the surroundings.
Ouster: A Leader in High-Resolution LiDAR
Ouster is a company at the forefront of LiDAR innovation, specializing in the development and manufacturing of high-resolution, digital LiDAR sensors. Their sensors are known for several key advantages:
[Raspberry Pi Robotics: Programming with Python and Building Your First Robot](https://www.amazon.com/dp/B0CTG9RGFM)
- Solid-State Design: Unlike traditional mechanical LiDAR systems with rotating parts, Ouster's sensors utilize solid-state technology, making them more compact, durable, and reliable.
- High Resolution and Long Range: Ouster sensors capture detailed point clouds with exceptional range, ideal for applications like autonomous vehicles, robotics, and large-scale mapping.
- Affordability: Ouster focuses on creating cost-effective LiDAR solutions, making this technology more accessible to a wider range of industries and applications.
[Hardware Engineer](https://app.draftboard.com/apply/fm5P7j)
Applications of Point Clouds and Ouster LiDAR:
The possibilities unlocked by point clouds and Ouster's LiDAR technology are vast and constantly evolving. Here are some prominent examples:
- Autonomous Vehicles: LiDAR plays a crucial role in self-driving cars, providing accurate 3D perception of the environment for safe navigation.
- Robotics: Robots in various fields, from industrial automation to search and rescue, utilize LiDAR data to perceive their surroundings and interact with objects.
- Mapping and Surveying: Detailed point clouds generated by LiDAR are invaluable for creating accurate 3D maps of cities, infrastructure, and natural landscapes.
- Smart Cities: LiDAR data can be used for infrastructure management, traffic optimization, and even crime prevention by creating digital twins of cities.
[Pocket-Friendly Feasts: 5 Dollar Meals That Satisfy](https://benable.com/sajjaditpanel/e98543c1a254e10c80b2)
The Future of 3D Data Capture:
The future of 3D data capture is undoubtedly intertwined with the advancements in point cloud technology and LiDAR systems like those developed by Ouster. As sensor resolution and processing power continue to improve, we can expect even more innovative applications to emerge, transforming industries and shaping the way we interact with the world around us.
Conclusion: A World of Possibilities
Point clouds, powered by LiDAR technology, offer a powerful new lens to view and analyze our surroundings. Ouster, with its cutting-edge LiDAR solutions, is at the forefront of this revolution. From self-driving cars to smart cities, the potential applications of this technology are limitless. As 3D data capture becomes increasingly sophisticated, the world around us is poised to be explored, understood, and shaped in entirely new ways.
| epakconsultant |
1,922,941 | Vivaldi Browser: Must-have extensions for developers | Having the right tools can help a lot in web development. Vivaldi is flexible and customizable, which... | 0 | 2024-07-14T07:19:25 | https://dev.to/qostya/vivaldi-browser-must-have-extensions-for-developers-30f4 | webdev, devex, browser, productivity | Having the right tools can help a lot in web development. Vivaldi is flexible and customizable, which makes it a good choice for developers who want to work better.
### **Getting to know the Vivaldi browser: A developer's best friend**
Vivaldi is a simple and user-friendly browser with many features for developers. It has an easy interface and performs well, making it good for coding and testing websites. You can customize it to suit your needs, making it a valuable tool for web development.
### **Why Vivaldi stands out for developers**
Vivaldi lets users customize a lot, setting it apart from other browsers. It has tools to manage tabs, take notes, and use web panels, helping developers stay organized and work well on different tasks. Also, Vivaldi cares about privacy and security, so developers can work without worrying about their data.
---
**Productivity and workflow: Streamline your tasks for optimal efficiency**
---------------------------------------------------------------------------
Efficient task management is essential for maximizing productivity and workflow. Vivaldi provides a variety of extensions designed to streamline daily tasks and boost overall efficiency.
### **Tab management made easy**
Having many tabs open can make your browser slow. These tools can help:
* **[OneTab](https://chromewebstore.google.com/detail/chphlpgkkbolifaimnlloiipkdnihall)**: Changes all your open tabs into a simple list, making your computer run better.
* **[Eversync](https://chromewebstore.google.com/detail/iohcojnlgnfbmjfjfkbhahhmppcggdog)**: Syncs your bookmarks and tabs on different devices, making them accessible anywhere.
* **[MaxFocus: Link Preview](https://maxfoc.us/)**: Shows previews of links so you can look at pages without opening new tabs, keeping your browser clean.

### **Time management tools for enhanced productivity**
Managing your time well is important to stay focused and get things done. Here are some extensions to help you manage your time:
* **[StayFocusd](https://chromewebstore.google.com/detail/laankejkbhbdhmipfmgcngdelahlfoji)** blocks websites that waste your time. You can block everything except allowed sites, helping you stay focused. It also has a "Nuclear Mode" for instant blocking.
* **[RescueTime](https://chromewebstore.google.com/detail/bdakmnplckeopfghnlpocafcepegjeap)** tracks your time spent on websites and apps. It shows you your habits so you can make better choices and be more productive.
By incorporating these productivity and time management extensions into your Vivaldi browser, you can optimize your workflow, stay organized, and boost your productivity levels to achieve your development goals efficiently.
---
**Coding and development tools: Enhance your coding experience**
----------------------------------------------------------------
In coding, the right tools help you work better. Vivaldi is a simple, customizable browser. It has many useful extensions for developers. Adding these tools to Vivaldi makes coding easier and helps you work more efficiently.
### **Code editors and viewers: Simplify your coding tasks**
You need tools to help write and fix your code when you code. Vivaldi has helpful add-ons for this. These add-ons make writing and fixing code easier. They help you quickly find and fix errors. Adding these tools to your Vivaldi browser makes your coding work smoother and better.
* **[Web Developer](https://chromewebstore.google.com/detail/bfbameneiokkgbdmiekhjnmfkcnldhhm)**: Adds a button to your browser and gives you many web development tools. You can inspect elements, debug JavaScript, and manage CSS styles anywhere. It makes changing and testing your web pages more accessible.
* **[JSON Viewer Pro](https://chromewebstore.google.com/detail/eifflpmocdbdmepbjaopkkhbfmdgijcc)**: Helps with working on JSON data. It shows JSON data clearly. You can expand and collapse parts to see the structure better. This helps you find and fix errors more easily.
These tools make your coding more efficient and correct, allowing you to focus more on creating robust and good code.
### **Debugging and testing: Ensure code quality and functionality**
Debugging and testing are essential steps in making sure your code works everywhere. Vivaldi has tools to help:
* **[Postman Interceptor](https://chromewebstore.google.com/detail/aicmkgpgakddgnaphhhpliifpcfhicfo)**: Helps test and document APIs quickly.
* **[Lighthouse](https://chromewebstore.google.com/detail/blipmdconlkpinefehnmjammfjpmpbjk)**: A Google tool that makes web pages faster and better by giving tips after running tests.
* **[Wappalyzer](https://chromewebstore.google.com/detail/gppongmhjkpfnbhagpmjfkannfbllamg)**: Shows what technologies websites use, making debugging easier.
These tools help you find and fix problems early, ensuring your code works well.
---
### **Version control and collaboration: streamline development processes and teamwork**
In version control and teamwork, good tools make development more accessible and help the team work well together. Vivaldi has add-ons that improve version control and help the team work smoothly. This keeps projects on track and makes sure everyone understands each other.
#### **Git integration for Seamless Code Management**
When managing code, Git integration is handy. Vivaldi has extensions to help with this:
* **[Octotree](https://chromewebstore.google.com/detail/bkhaagjahfmjljalopjnoealnfndnagc)**: This tool shows a code tree for GitHub projects. It makes it easy to move through big codebases and find files. Octotree simplifies reading and reviewing code, which is good for developers working on big projects.
* **[Gitpod](https://chromewebstore.google.com/detail/dodmmooeoklaejobgleioelladacbeki)**: This tool is for GitHub users and lets developers work on code in the browser. It removes the need to set up complex environments and has features like code editing and sharing. Gitpod helps developers work well together and improve the quality of their code. It makes teamwork smoother and boosts productivity.
---
**Design and UI/UX tools: Elevate your design experience**
----------------------------------------------------------
In design and user experience, the right tools can make your projects look and work better. Vivaldi is flexible and easy to use, which makes it great for designers and UI/UX professionals. It has many extensions that help these users. Adding these tools to your Vivaldi browser can make your design work easier and boost your creativity.
### **Color and font pickers: Enhance your visual palette**
Picking the right colors and fonts is important for making good designs. Vivaldi has some extensions to help:
* **[ColorZilla](https://chromewebstore.google.com/detail/bhlhnicpbhignbdhedgjhgdocnmhomnp)**
* A color picker and gradient tool.
* Helps you choose and use colors easily.
* Creates good color schemes and gradients.
* Lets you adjust your project's color choices.
* **[WhatFont](https://chromewebstore.google.com/detail/jabopobgcpjmedljpbcaablpmlmfcogm)**
* Finds fonts used on any webpage with one click.
* Helps keep your design consistent.
* Makes sure fonts match your brand and design goals.
These tools make the design process easier. ColorZilla helps you select the best colors for your project. WhatFont lets you find fonts quickly, helping keep your design consistent. Adding these extensions to Vivaldi can improve your design work and make you more efficient.
### **Design Inspiration and prototyping: Bring your ideas to life**
When you need ideas and tools for designs, these Vivaldi extensions can help:
* **[Designer Daily Report](https://chromewebstore.google.com/detail/imjkkofdknonmlapjelmafbikikbegbi)**: Gives you design tips and daily ideas. Keeps you updated on new trends.
* **[Muzli](https://chromewebstore.google.com/detail/glcipcfhmopcgidicgdociohdoicpdfc)**: Shows daily design trends and examples. Keeps your ideas fresh.
* **[Panda](https://chromewebstore.google.com/detail/haafibkemckmbknhfkiiniobjpgkebko)**: Brings top ideas from several sites like Product Hunt and Dribbble. It keeps you updated without needing to visit many sites.
These Vivaldi tools can help you get ideas and complete your designs.
---
**Security and privacy: Safeguard your online presence**
--------------------------------------------------------
Cybersecurity threats are constantly changing, so it is important to protect your private information. Vivaldi offers extensions to keep your online activities safe and private.
### **Password management: Securely store and manage your credentials**
Good password management is crucial for protecting your accounts and sensitive information. Vivaldi offers great password management tools like LastPass and Bitwarden to help you securely store and auto-fill your passwords.
* **[LastPass](https://chromewebstore.google.com/detail/hdokiejnpimakedhajhdlcegeplioahd)**:
* Keeps your passwords and private information safe.
* Gives you easy access to your passwords with strong encryption.
* Auto-fills passwords to save time.
* Lets you access your saved passwords easily.
* **[Bitwarden](https://chromewebstore.google.com/detail/nngceckbapebfimnlniiiahkandclblb)**:
* An open-source password manager.
* Provides a secure place for storing and using passwords on different devices.
* Keeps your private information safe.
* Allows sharing of passwords with trusted people.
Using these tools helps protect your data and makes managing passwords simpler.
### **Privacy enhancements: Shield yourself from online threats**
Protecting your browsing privacy is important to stop unwanted tracking and data collection. Vivaldi has privacy tools like uBlock Origin and HTTPS Everywhere that help protect you online.
* **[uBlock Origin Lite](https://chromewebstore.google.com/detail/ddkjiahejlhfcafbddmgiahcphecmpfh)**:
* Blocks ads and trackers.
* Makes browsing cleaner and faster.
* Keeps your privacy by stopping tracking.
* Saves data by blocking unwanted content.
* **[MaxFocus: Link Preview](https://maxfoc.us/)**
* Lets you [preview links](https://maxfoc.us/blog/how-to-open/) without opening new tabs.
* Warns you if a previewed website is malicious.
* Removes tracking from previewed URLs.
Using these tools, you can browse with more privacy and security, keeping your data safe from threats.
---
**Browser extensions for specialized development needs**
--------------------------------------------------------
Besides the usual tools, some extensions meet specific development needs. These tools support different parts of web development.
### **Accessibility tools: Make the web accessible**
Making websites usable for everyone, including those with disabilities, is crucial. These tools help check and ensure your site meets accessibility standards:
* **[axe DevTools - Web Accessibility Testing](https://chromewebstore.google.com/detail/lhdoppojpmngadmnindnejefpokejbdd)**:
* Checks websites for accessibility issues.
* Gives detailed reports and fixes.
* Ensures you meet accessibility standards.
* **[WAVE Evaluation Tool](https://chromewebstore.google.com/detail/jbbplnpkjmmeebjpijfedlgcdilocofh)**:
* Provides visual feedback on web content accessibility.
* Identifies and shows accessibility errors.
* Helps improve the user experience for all visitors.
Using these tools ensures your site is user-friendly for everyone.
### SEO Tools: Enhance Search Engine Performance
To make your sites easy to find, use these SEO extensions for search engines:
* **[SEOquake](https://chromewebstore.google.com/detail/akdgnmcogleenhbclghghlkkdndkjdjc)**:
* Analyzes SEO metrics for webpages.
* Provides insights on keyword density, links, and more.
* Helps improve search engine rankings.
* **[Website SEO Checker](https://chromewebstore.google.com/detail/nljcdkjpjnhlilgepggmmagnmebhadnk)**:
* Offers instant SEO checks.
* Reviews meta tags and keywords.
* Helps boost your site's SEO.
Using these tools in Vivaldi helps optimize your sites for search engines, drawing more visitors to your projects.
### **API Development: Simplify API Workflows**
For developers working with APIs, these tools ease testing and documentation:
* **[Swagger Inspector](https://chromewebstore.google.com/detail/biemppheiopfggogojnfpkngdkchelik)**:
* Tests REST APIs.
* Provides a simple interface for API requests.
* Helps document your API endpoints.
* **[Yet Another REST Client](https://chromewebstore.google.com/detail/ehafadccdcdedbhcbddihehiodgcddpl)**:
* Tests and debugs RESTful APIs.
* Sends HTTP requests, inspects responses, and analyzes headers.
* Supports various authentication methods.
Using these API tools simplifies development and ensures your endpoints work well.
**Conclusion: Boost your development with Vivaldi extensions**
--------------------------------------------------------------
In conclusion, using extensions makes development work easier and more productive. Adding these tools to your Vivaldi browser can help streamline your tasks, improve your coding, and speed up your work. It's important to see how useful these extensions can be, as they offer specific solutions for developers' needs.
As you start using Vivaldi for development, try the many extensions available and set up your browser to match your needs. Tools like [MaxFocus: Link Preview](https://maxfoc.us) help you manage tabs better, keeping your browser neat. Whether you need tools for work, coding, teamwork, design, or keeping data safe, Vivaldi has options for everyone. Take the time to try different extensions and customize your browsing experience.
Read after: [Make your own Arc alternative at home](https://dev.to/qostya/make-your-own-arc-at-home-4cn7) | qostya |
1,922,942 | K Nearest Neighbors Regression, Regression: Supervised Machine Learning | k-Nearest Neighbors Regression Definition and Purpose k-Nearest Neighbors... | 0 | 2024-07-14T07:23:23 | https://dev.to/harshm03/k-nearest-neighbors-regression-regression-supervised-machine-learning-283e | machinelearning, datascience, python, tutorial | ### k-Nearest Neighbors Regression
#### Definition and Purpose
**k-Nearest Neighbors (k-NN)** regression is a non-parametric, instance-based learning algorithm used in machine learning to predict continuous output values based on the values of the nearest neighbors in the feature space. It estimates the output for a new data point by averaging the outputs of its `k` closest neighbors. The main purpose of k-NN regression is to predict continuous values by leveraging the similarity to existing labeled data.
#### Key Objectives:
- **Regression**: Predicting continuous output values based on the average or weighted average of the nearest neighbors' values.
- **Estimation**: Determining the likely value of a new data point by considering its neighbors.
- **Understanding Relationships**: Identifying similar data points in the feature space and using their values to make predictions.
### How k-NN Regression Works
**1. Distance Metric**: The algorithm uses a distance metric (commonly Euclidean distance) to determine the "closeness" of data points.
- **Euclidean Distance**:
- `d(p, q) = sqrt((p1 - q1)^2 + (p2 - q2)^2 + ... + (pn - qn)^2)`
- Measures the straight-line distance between two points `p` and `q` in n-dimensional space.
**2. Choosing k**: The parameter `k` specifies the number of nearest neighbors to consider for making the regression prediction.
- **Small k**: Can lead to overfitting, where the model is too sensitive to the training data.
- **Large k**: Can lead to underfitting, where the model is too generalized and may miss finer patterns in the data.
**3. Prediction**: The predicted value for a new data point is the average of the values of its `k` nearest neighbors.
- **Simple Average**:
- Sum the values of the `k` neighbors.
- Divide by `k` to get the average.
- **Weighted Average**:
- Weigh each neighbor's value by the inverse of its distance.
- Sum the weighted values.
- Divide by the sum of the weights to get the weighted average.
### Key Concepts
1. **Non-Parametric**: k-NN is a non-parametric method, meaning it makes no assumptions about the underlying distribution of the data. This makes it flexible in handling various types of data.
2. **Instance-Based Learning**: The algorithm stores the entire training dataset and makes predictions based on the local patterns in the data. It is also known as a "lazy" learning algorithm because it delays processing until a query is made.
3. **Distance Calculation**: The choice of distance metric can significantly affect the model's performance. Common metrics include Euclidean, Manhattan, and Minkowski distances.
4. **Choice of k**: The value of `k` is a critical hyperparameter. Cross-validation is often used to determine the optimal value of `k` for a given dataset.
### k-Nearest Neighbors Regression Example
This example demonstrates how to use k-NN regression with polynomial features to model complex relationships while leveraging the non-parametric nature of k-NN.
#### Python Code Example
**1. Import Libraries**
```python
import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import PolynomialFeatures
from sklearn.neighbors import KNeighborsRegressor
from sklearn.metrics import mean_squared_error, r2_score
```
This block imports the necessary libraries for data manipulation, plotting, and machine learning.
**2. Generate Sample Data**
```python
np.random.seed(42) # For reproducibility
X = np.linspace(0, 10, 100).reshape(-1, 1)
y = 3 * X.ravel() + np.sin(2 * X.ravel()) * 5 + np.random.normal(0, 1, 100)
```
This block generates sample data representing a relationship with some noise, simulating real-world data variations.
**3. Split the Dataset**
```python
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
```
This block splits the dataset into training and testing sets for model evaluation.
**4. Create Polynomial Features**
```python
degree = 3 # Change this value for different polynomial degrees
poly = PolynomialFeatures(degree=degree)
X_poly_train = poly.fit_transform(X_train)
X_poly_test = poly.transform(X_test)
```
This block generates polynomial features from the training and testing datasets, allowing the model to capture non-linear relationships.
**5. Create and Train the k-NN Regression Model**
```python
k = 5 # Number of neighbors
knn_model = KNeighborsRegressor(n_neighbors=k)
knn_model.fit(X_poly_train, y_train)
```
This block initializes the k-NN regression model and trains it using the polynomial features derived from the training dataset.
**6. Make Predictions**
```python
y_pred = knn_model.predict(X_poly_test)
```
This block uses the trained model to make predictions on the test set.
**7. Plot the Results**
```python
plt.figure(figsize=(10, 6))
plt.scatter(X, y, color='blue', alpha=0.5, label='Data Points')
X_grid = np.linspace(0, 10, 1000).reshape(-1, 1)
X_poly_grid = poly.transform(X_grid)
y_grid = knn_model.predict(X_poly_grid)
plt.plot(X_grid, y_grid, color='red', linewidth=2, label=f'k-NN Regression (k={k}, Degree {degree})')
plt.title(f'k-NN Regression (Polynomial Degree {degree})')
plt.xlabel('X')
plt.ylabel('Y')
plt.legend()
plt.grid(True)
plt.show()
```
This block creates a scatter plot of the actual data points versus the predicted values from the k-NN regression model, visualizing the fitted curve.
`Output with k = 1:`

`Output with k = 10:`

This structured approach demonstrates how to implement and evaluate k-Nearest Neighbors regression with polynomial features. By capturing local patterns through averaging the responses of nearby neighbors, k-NN regression effectively models complex relationships in data while providing a straightforward implementation. The choice of k and polynomial degree significantly influences the model's performance and flexibility in capturing underlying trends. | harshm03 |
1,922,943 | Building Your Smart Home: A Guide to OpenHAB and Raspberry Pi | Imagine a home that seamlessly responds to your needs, a place where lights adjust automatically,... | 0 | 2024-07-14T07:24:29 | https://dev.to/epakconsultant/building-your-smart-home-a-guide-to-openhab-and-raspberry-pi-7f3 | openhab, raspberrypi | Imagine a home that seamlessly responds to your needs, a place where lights adjust automatically, thermostats adapt to your preferences, and devices work in harmony. This is the magic of smart home automation, and with OpenHAB and a Raspberry Pi, you can transform your living space into a connected haven. This guide equips you with the knowledge to embark on your smart home automation journey using these powerful tools.
[Getting Started with FreeRTOS: A Step-by-Step Introduction for Embedded Systems Developers](https://www.amazon.com/dp/B0CQGV8B8X)
Understanding OpenHAB and Raspberry Pi:
- OpenHAB: An open-source software platform, OpenHAB acts as the brain of your smart home system. It connects to various smart home devices from diverse brands, allowing them to communicate and work together. OpenHAB offers a user-friendly interface for configuration and automation rule creation.
- Raspberry Pi: This single-board computer serves as the hardware backbone of your system. Its compact size and affordability make it a popular choice for running OpenHAB and other home automation applications.
Getting Started:
Here's a breakdown of the initial steps to get your smart home automation project underway:
- Gather Your Hardware: You'll need a Raspberry Pi (any recent model will suffice), a power supply, a microSD card, and potentially additional hardware like sensors and relays depending on your desired automation goals.
- Install OpenHAB: Download the OpenHAB software image specific to your Raspberry Pi model and flash it onto the microSD card. This process typically involves using software tools like Raspberry Pi Imager or Etcher.
- Boot Up Your Raspberry Pi: Insert the microSD card with the OpenHAB image into your Raspberry Pi and connect it to a monitor, keyboard, and network (internet connection is recommended). Power on the Raspberry Pi to boot up the OpenHAB system.
[Technical Program Manager](https://app.draftboard.com/apply/DCz29ul)
Connecting Smart Home Devices:
OpenHAB boasts impressive compatibility with a wide range of smart home devices. Here's an overview of the connection process:
- Identify Supported Devices: Check OpenHAB's documentation or online resources to confirm if your specific smart home devices are compatible with the platform.
- Install Bindings: OpenHAB utilizes "bindings" to communicate with different device brands. Install the necessary bindings for your devices within the OpenHAB interface.
- Configure Things and Items: In OpenHAB, "Things" represent physical devices, while "Items" represent specific functionalities within those devices (e.g., a light switch on a smart light bulb). Configure things and items based on your devices' capabilities.
Creating Automation Rules:
The true power of smart home automation lies in creating rules that automate actions based on specific triggers. OpenHAB offers a user-friendly rule engine:
- Define Triggers and Conditions: Set the conditions that will initiate your automation rule (e.g., time of day, sensor data, or manual activation).
- Specify Actions: Determine the actions that will occur when the trigger is met (e.g., turning on lights, adjusting thermostats, sending notifications).
- Test and Refine: Test your automation rules thoroughly to ensure they function as intended and refine them based on real-world testing.
[Pocket-Friendly Feasts: 5 Dollar Meals That Satisfy](https://benable.com/sajjaditpanel/e98543c1a254e10c80b2)
Exploring Advanced Features:
OpenHAB offers a plethora of advanced features to further customize your smart home experience:
- Voice Control Integration: Integrate your smart home system with voice assistants like Alexa or Google Assistant for hands-free control.
- User Interface Customization: Customize the OpenHAB interface to suit your preferences and access controls from your mobile device.
- Security and Privacy: Implement security measures and ensure proper network configuration to protect your smart home system and data.
Conclusion: Unlocking the Potential of Your Smart Home
OpenHAB and Raspberry Pi empower you to create a personalized and powerful smart home automation system. By following these steps and exploring the platform's capabilities, you can transform your living space into a connected haven that caters to your comfort, convenience, and energy efficiency. Remember, building a smart home is an ongoing process. Experiment with different automation rules, explore new devices, and continuously refine your system to fully unlock the potential of your connected home.
| epakconsultant |
1,922,944 | How to write release note with LLM agents | TL;DR This blog shows how to simplify the process of writing release notes using... | 0 | 2024-07-14T07:29:47 | https://dev.to/littlelittlecloud/how-to-write-release-note-with-llm-agents-57no | llm, ai, dotnet, github | ## TL;DR
This blog shows how to simplify the process of writing release notes using `issue-helper` and `gpt` agent in [Agent ChatRoom](https://github.com/LittleLittleCloud/Agent-ChatRoom). The `issue-helper` pulls issues in a milestone and `gpt` generates a release note based on these issues.
## What is Agent ChatRoom
[`Agent ChatRoom`](https://github.com/LittleLittleCloud/Agent-ChatRoom) is a multi-agent platform built on top of [AutoGen.Net](https://microsoft.github.io/autogen-for-net/) and [Orleans](https://github.com/dotnet/orleans). It comes with a web-based UI that provides built-in support for multi-agent group chat.

A release note on github usually includes the following sections
- Improvements
- Bug Fix
- New Feature
- API Break Change
- …

To write a release note like the one above, the normal steps are
- collect all issues in a milestone and classify these issues into corresponding sections
- complete each section by summarizing the issues.
Manually completing these steps can be time-consuming. However, with the help of issue-helper and gpt agent, we no longer need to collect issues from github and summarize them one by one. Instead, we can ask issue-helper to find all issues in a milestone, and ask gpt to generate release note based on found issues.
In the rest of the blog, we will show a step-by-step guide on how to write release note using Agent ChatRoom, `issue-helper` and `gpt`.
## Step 1: Install Agent ChatRoom and configure agents
Agent Chatroom is published as a dotnet tool package on nuget.org. To install Agent Chatroom, first make sure you install `dotnet 8.x` SDK, then run the following command:
```bash
dotnet tool install --global ChatRoom.Client --version 0.4.2
```
To start a chatroom, you need to provide a configuration file which includes credentials like openai-api-key, along with settings for the issue-helperand gpt agents. To simplify the process, you can begin with an empty configuration template by using the following command:
```bash
# create configuration from chatroom_empty template and save it to config.json
# You can also list all available templates using list-templates command
chatroom create -t chatroom_empty -o config.json
```
The `create` command will also generate a JSON schema file compatible with modern code editors like VS Code, providing code intellisense to assist you in completing the configuration.
To add `issue-helper` and `gpt` agent to the chatroom, you need to add `chatroom_github_configuration` and `chatroom_openai_configuration` section to config.json

Once you complete the configuration, save the file and start the chatroom using the following command. You will see output similar to the example below, which shows the url of web-based UI.
```bash
chatroom run -c config.json
```


## Step 2: Create a group chat with issue helper and gpt
To create a group chat with agents, click on the (+) button on the top of the channel panel, and select the agents you want to add. In this case, both `issue-helper` and `gpt` are added for issue retrieval and writing release note. Other than that, we also select `DynamicGroupChat` which selects the next speaker using LLM as group chat orchestrator.

After clicking on save button, we can see the group chat `ReleaseChannel` is created and we can start asking agents to write release note.

## Step 3: Ask issue-helper to retrieve issues in milestone
In this step, we will ask `issue-helper` to find all completed issues in milestone: 0.4.2, which is the most recent completed milestone in Agent-Chatroom.
As we can see, the `issue-helper` returns a list of issues and their summary, which is exactly what we need to write release note. Except for this time, we no longer need to pull them manually from github.

## Final Step: Ask gpt to write release note
In the final step, we can ask `gpt` to create a release note. Because `gpt` and `issue-helper` are in the same group chat, they can share the context and reuse the issues returned from `issue-helper`.

## Conclusion
In this blog, we show how to write release note using `gpt` and `issue-helper` agents in Agent ChatRoom.
Feedback and comments are welcome. If you found this blog useful, please give [Agent ChatRoom](https://github.com/LittleLittleCloud/Agent-ChatRoom) a star on github.
Happy coding! | littlelittlecloud |
1,922,946 | Flitter vs D3.js: Revolutionizing Data Visualization for the Web | In the world of web-based data visualization, D3.js has long been the go-to library for developers.... | 0 | 2024-07-14T07:33:46 | https://dev.to/moondaeseung/flitter-vs-d3js-revolutionizing-data-visualization-for-the-web-2f7h | In the world of web-based data visualization, D3.js has long been the go-to library for developers. However, Flitter is changing the game, offering a fresh approach that addresses many of the challenges developers face with D3. Let's explore why Flitter is becoming the preferred choice for modern data visualization projects.
## 1. Ease of Use: Simplifying the Complex
### D3.js Approach:
```javascript
const svg = d3.select("body").append("svg")
.attr("width", 400)
.attr("height", 300);
svg.selectAll("circle")
.data([32, 57, 112])
.enter().append("circle")
.attr("cy", 60)
.attr("cx", (d, i) => i * 100 + 50)
.attr("r", d => Math.sqrt(d));
```
### Flitter Approach:
```typescript
import { Container, CustomPaint } from "@meursyphus/flitter";
const BubbleChart = ({ data }) => {
return Container({
width: 400,
height: 300,
child: CustomPaint({
painter: {
paint({canvas}, size) {
data.forEach((d, i) => {
canvas.beginPath();
canvas.arc(i * 100 + 50, 60, Math.sqrt(d), 0, 2 * Math.PI);
canvas.fill();
});
},
},
}),
});
};
```
**Flitter Advantage:** Flitter's declarative approach and widget-based architecture make it significantly easier to create and understand visualizations, especially for developers already familiar with modern UI frameworks.
## 2. Performance: Handling Large Datasets with Ease
While D3.js can struggle with large datasets due to its direct DOM manipulation, Flitter's efficient rendering pipeline shines with big data.
### Flitter's Optimized Rendering:
```typescript
import { ... } from '@meursyphus/flitter';
import Widget from '@meursyphus/flitter-react';
const App = () => {
return(
<Widget
width="100vw"
height="100vh"
child={
...// your widget here
}
/**
* you can choose between "canvas" and "svg".
* canvas is faster, while svg is useful for server side rendering
*/
renderer="canvas"
/>
)
}
```
**Flitter Advantage:** Flitter's rendering approach allows for smooth handling of thousands of data points, maintaining high frame rates even with dynamic updates.
## 3. Integration with UI: Seamless Component Integration
D3.js often requires additional work to integrate with modern UI frameworks. Flitter, on the other hand, is designed for seamless integration.
### Flitter's Unified Approach:
```typescript
import { Column, Text } from "@meursyphus/flitter";
import { BarChart } from "@meursyphus/flitter-chart";
import Widget from '@meursyphus/flitter-react';
export function Dashboard() {
return (
<Widget
width="100vw"
height="100vh"
child={
Column({
children: [
Text("Sales Dashboard"),
BarChart({ /* chart properties */ }),
// Other UI components
],
})
}
/>
)
}
```
**Flitter Advantage:** Create entire applications with a consistent architecture, mixing visualizations and UI components effortlessly.
## 4. Responsive Design: Adapt to Any Screen
While D3.js requires manual work for responsiveness, Flitter makes it straightforward:
```typescript
import { Container } from "@meursyphus/flitter";
import Widget from '@meursyphus/flitter-react';
const YourWidget = () => {
return ... // your widget implementation here
};
const App = () => {
return (
<Widget
width="100%"
height="100%"
child={Center({
child: YourWidget() // your widget will be centered whenever the screen size changes
})}
/>
)
}
```
**Flitter Advantage:** Built-in responsiveness features make it easy to create visualizations that look great on any device.
## 5. Learning Curve: Familiarity for Modern Developers
D3.js has a steep learning curve, especially for developers used to modern framework paradigms. Flitter leverages familiar concepts:
```typescript
class InteractiveChart extends StatefulWidget {
createState() {
return new InteractiveChartState();
}
}
class InteractiveChartState extends State<InteractiveChart> {
private selectedData = null;
onDataPointSelected(data) {
this.setState(() => {
this.selectedData = data;
});
}
build() {
return Column({
children: [
Chart({
data: this.props.data,
onDataPointClick: this.onDataPointSelected,
}),
Text(`Selected: ${this.selectedData}`),
],
});
}
}
```
**Flitter Advantage:** Developers familiar with modern UI frameworks can quickly become productive with Flitter, leveraging concepts they already know.
```
**Flitter Advantage:** Create smooth, performant animations with a simpler, more intuitive API.
## Conclusion: Why Choose Flitter Over D3.js?
1. **Easier Learning Curve:** Familiar concepts for modern developers.
2. **Better Performance:** Efficient handling of large datasets.
3. **Seamless UI Integration:** Build entire applications with a consistent architecture.
4. **Built-in Responsiveness:** Easily create adaptive visualizations.
5. **Simplified Animations:** Create complex animations with less code.
While D3.js remains a powerful tool, Flitter represents the future of web-based data visualization. It combines the flexibility and power needed for complex visualizations with the ease of use and integration capabilities that modern developers expect.
Ready to take your data visualization projects to the next level? Choose Flitter and experience the future of web development today.
Visit here: [Flitter](https://flitter.dev) to get started. | moondaeseung | |
1,922,947 | Bridging the Gap: Communicating with Leadshine Servo Drivers using Modbus RTU on Raspberry Pi | The world of industrial automation hinges on seamless communication between devices. This guide... | 0 | 2024-07-14T07:34:28 | https://dev.to/epakconsultant/bridging-the-gap-communicating-with-leadshine-servo-drivers-using-modbus-rtu-on-raspberry-pi-2nfo | raspberrypi | The world of industrial automation hinges on seamless communication between devices. This guide empowers you to establish communication between Leadshine servo drivers and a Raspberry Pi using the Modbus RTU protocol, unlocking control and monitoring capabilities for your projects.
Understanding the Players:
- Leadshine Servo Drivers: These intelligent motors offer precise control for various industrial applications.
- Modbus RTU: A widely used industrial communication protocol, Modbus RTU facilitates communication between devices over serial interfaces.
- Raspberry Pi: This versatile single-board computer serves as the control hub for your project, interpreting user commands and interacting with the servo driver.
Prerequisites:
Before embarking on this communication journey, ensure you have the following:
- Raspberry Pi: Any recent model will suffice.
- Leadshine Servo Driver: Consult your specific driver's manual for Modbus RTU communication details.
- USB to RS485 Converter: This hardware module allows your Raspberry Pi (which lacks a built-in RS485 port) to communicate with the servo driver using the Modbus RTU protocol.
- Python Programming Knowledge: Basic Python knowledge will be helpful for writing scripts to interact with the servo driver.
Establishing the Connection:
- Hardware Setup: Connect the Raspberry Pi's USB port to the USB to RS485 converter and then connect the converter's RS485 terminals to the corresponding terminals on your Leadshine servo driver (refer to the driver's manual for specific pin assignments).
- Software Installation: Install the Python library required for Modbus RTU communication. A popular option is pymodbus. You can use the pip package manager:
[Pocket-Friendly Feasts: 5 Dollar Meals That Satisfy](https://benable.com/sajjaditpanel/e98543c1a254e10c80b2)
`Bash
pip install pymodbus`
Writing a Python Script for Communication:
Here's a basic Python script template to get you started (remember to replace placeholders with your specific values):
`Python
from pymodbus.client.serial import SerialClient
# Define Modbus RTU communication parameters
port = "/dev/ttyUSB0" # Replace with your converter's port name
baudrate = 9600
slave_id = 1 # Replace with your servo driver's Modbus slave ID
# Create a Modbus client object
client = SerialClient(method="rtu", port=port, baudrate=baudrate)
# Function to read a register value
def read_register(register_address):
response = client.read_holding_registers(register_address, 1)
return response.registers[0]
# Example usage: Read the current position of the servo motor (replace with relevant register address)
current_position = read_register(100)
print("Current Position:", current_position)
# Function to write a value to a register
def write_register(register_address, value):
client.write_register(register_address, value)
# Example usage: Set the target position for the servo motor (replace with relevant register address)
target_position = 2000
write_register(101, target_position)
print("Target Position Set:", target_position)
# Close the connection
client.close()`
[Senior Backend Developer](https://app.draftboard.com/apply/ePYt0Dk)
Understanding the Script:
- The script defines Modbus RTU communication parameters like the serial port, baud rate, and slave ID (specific to your servo driver).
- It creates a Modbus client object using the pymodbus library.
- Functions are defined for reading and writing register values on the servo driver. Replace the register addresses with the specific commands for your desired actions (refer to your servo driver's Modbus documentation).
- The script demonstrates reading the current position and setting a target position for the servo motor (modify these functionalities based on your project requirements).
Additional Considerations:
- Error Handling: Implement proper error handling mechanisms in your script to handle potential communication issues.
- Security: While Modbus RTU is widely used, consider implementing additional security measures if your application demands a higher level of protection.
- Advanced Communication: Explore more advanced Modbus RTU functionalities like function codes for controlling motor speed, direction, and other parameters based on your servo driver's capabilities.
[Mastering Raspberry Pi Pico: A Comprehensive Guide to Unlocking the Full Potential of Your Microcontroller](https://www.amazon.com/dp/B0CTTTGSSR)
Conclusion:
By utilizing a Raspberry Pi, a Python script, and the Modbus RTU protocol, you can establish a powerful communication channel with your Leadshine servo driver. This opens doors for automated control, data monitoring, and building sophisticated industrial automation projects. Remember to consult your specific servo driver's manual for detailed Modbus function codes and register addresses to tailor the script for your unique requirements.
| epakconsultant |
1,922,948 | 4 ways to iterate over “objects” in javascript | In javascript object contain the key value pair properties and iterating over object is different... | 0 | 2024-07-14T07:35:16 | https://dev.to/sagar7170/4-ways-to-iterate-over-objects-in-javascript-1e8p | javascript, web, beginners | In javascript object contain the key value pair properties and iterating over object is different from arrays . Objects can be iterated using for...in loops and Object.keys(), Object.values(), and Object.entries(). Let’s see how you can use each method:
**1. using `for...in` method**
```
const person = {
name: 'John',
age: 30,
occupation: 'Engineer'
};
for(let key in persons){
console.log(`${person[key]} : ${key}`)
}
//output
// name: 'John',
// age: 30,
// occupation: 'Engineer'
```
**2.Using Object.keys(): method**
**object.keys()** is a javascript method which take object as argument and return array of keys
```
const person = {
name: 'John',
age: 30,
occupation: 'Engineer'
};
const Object_keys = Object.keys(person);
console.log(Object_keys)// [ 'name', 'age', 'occupation']```
```
we can use object.keys() to iterate over object
```
const person = {
name: 'John',
age: 30,
occupation: 'Engineer'
};
const Object_keys = Object.keys(person);
//here first i have used Object_keys array which i got from Object.keys(person);
for(let i = 0 ; i<Object_keys.length;i++){
console.log(`${Object_keys[i]} : ${person[Object_keys[i]]}`);
}
//here i have used Object_keys array which i got from Object.keys(person);
for(let keys of Object_keys){
console.log(`${keys} : ${person[keys]}`);
}
// here i have just directly use object.key() method
for(let keys of Object.keys(person)){
console.log(`${keys}: ${person[keys]}`);
}
// all three ways will give same output
name : John
age : 30
occupation : Engineer
```
**3.Using Object.entries():**
**Object.entries()** is a javascript method which take object as argument and return 2d array of key value pair
```
const person = {
name: 'John',
age: 30,
occupation: 'Engineer'
};
const Object_keyValue = Object.entries(person);
//output
// [ [ 'name', 'John' ], [ 'age', 30 ], [ 'occupation', 'Engineer' ] ]
```
we can use **Object.entries()** to iterate over object
```
const person = {
name: 'John',
age: 30,
occupation: 'Engineer'
};
for (const [key, value] of Object.entries(person)) {
console.log(`${key} : ${value}`);
}
//output
// name: 'John',
// age: 30,
// occupation: 'Engineer'
```
**4. Using Object.values():**
**Object.values()** returns an array of an object's own enumerable property values. This can be useful if you're only interested in the values and not the keys.
```
const myObject = {
prop1: 'value1',
prop2: 'value2',
prop3: 'value3'
};
const values = Object.values(myObject);
for (const value of values) {
console.log(value);
}
```
| sagar7170 |
1,922,949 | Comprendre le Makefile (Exemple avec langage C). | Un Makefile est un fichier utilisé par l'outil make pour automatiser la compilation de programmes.... | 28,059 | 2024-07-14T07:37:37 | https://dev.to/ashcript/comprendre-le-makefile-exemple-avec-le-langage-c-47n9 | makefile, c | Un Makefile est un fichier utilisé par l'outil `make` pour automatiser la compilation de programmes. Voici les règles standards et les bonnes pratiques pour rédiger un Makefile efficace :
### Structure de Base d'un Makefile
1. **Cible (Target)** : Ce que tu veux construire (ex. un fichier exécutable).
2. **Prérequis (Prerequisites)** : Les fichiers nécessaires pour construire la cible (ex. fichiers source).
3. **Règle (Rule)** : La commande à exécuter pour créer la cible.
### Exemple Simple
```makefile
target: prerequisites
command
```
### Règles Standards
1. **Règle par défaut** : La première cible dans le Makefile est celle qui sera construite par défaut.
2. **Compilation des fichiers source** :
- Utiliser des variables pour les compilateurs et les options.
- Exemple :
```makefile
CC = gcc
CFLAGS = -Wall -g
SOURCES = main.c utils.c
OBJECTS = $(SOURCES:.c=.o)
TARGET = mon_programme
$(TARGET): $(OBJECTS)
$(CC) -o $@ $^
%.o: %.c
$(CC) $(CFLAGS) -c $< -o $@
```
3. **Phonies** : Utilise `.PHONY` pour les cibles qui ne correspondent pas à des fichiers.
```makefile
.PHONY: clean
clean:
rm -f $(OBJECTS) $(TARGET)
```
4. **Variables** : Utilise des variables pour simplifier la gestion des chemins et des options.
```makefile
CC = gcc
CFLAGS = -Wall
```
5. **Gestion des dépendances** : Utilise des règles implicites et des modèles pour réduire la répétition.
6. **Dépendances automatiques** : Tu peux générer des dépendances automatiquement pour les fichiers `.o`.
```makefile
-include $(OBJECTS:.o=.d)
```
### Exemple Complet
Voici un exemple complet de Makefile :
```makefile
# Variables
CC = gcc
CFLAGS = -Wall -g
SOURCES = main.c utils.c
OBJECTS = $(SOURCES:.c=.o)
TARGET = mon_programme
# Règle par défaut
all: $(TARGET)
# Lien de l'exécutable
# $@ -> $(TARGET)
# $^ -> $(OBJECTS)
$(TARGET): $(OBJECTS)
$(CC) -o $@ $^
# Compilation des fichiers .c en .o
# $< -> Premier element des pr
%.o: %.c
$(CC) $(CFLAGS) -c $< -o $@
# Déclaration des cibles phony
.PHONY: all clean fclean re
# Nettoyage des fichiers objets
clean:
rm -f $(OBJECTS)
# Nettoyage complet (fichiers objets et exécutable)
fclean: clean
rm -f $(TARGET)
# Refaire la compilation
re: fclean all
```
### Bonnes Pratiques
1. **Indenter avec des tabulations** : Les commandes dans les règles doivent être indentées avec des tabulations, pas des espaces.
2. **Commenter le code** : Utilise des commentaires pour expliquer les sections du Makefile.
3. **Regrouper les fichiers** : Si ton projet contient plusieurs fichiers, organise-les dans des sous-répertoires et utilise des variables pour gérer les chemins.
4. **Utiliser des règles implicites** : Profite des règles intégrées de `make` pour éviter de réécrire des règles courantes.
### Pourquoi utiliser .PHONY ?
- **Eviter les conflits :** Si un fichier avec le même nom qu'une cible existe, make pensera que la cible est à jour et n'exécutera pas les commandes associées. .PHONY évite cela.
- **Amélioration des performances :** Les cibles phony sont toujours considérées comme "à faire", ce qui peut améliorer la vitesse d'exécution des commandes associées.
### Pourquoi utiliser %.o: %.c pour la compilation ?
- Efficacité : Utiliser %.o: %.c permet de bénéficier de l'optimisation de make pour ne recompiler que ce qui est nécessaire.
- Pratique : Pour les projets de taille plus importante, %.o: %.c est beaucoup plus adaptée.
### Conclusion
Un Makefile bien structuré rend la gestion de projet plus facile et évite les erreurs de compilation. En respectant ces règles et bonnes pratiques, tu peux créer un Makefile efficace et maintenable. | ashcript |
1,922,953 | BetterPic | AI Headshots | Forget expensive, complicated photoshoots. Get your professional headshots on the go, with 10... | 0 | 2024-07-14T07:41:20 | https://dev.to/betterpic/betterpic-ai-headshots-2aoc | aiheadshot, imagegenerator | > Forget expensive, complicated photoshoots. Get your professional headshots on the go, with 10 selfies/casual photos in less than an hour. High-quality customer service, top data privacy, and a clear money-back guarantee policy. [GET YOURS TODAY!](http://www.betterpic.io/ )
You need some studio-quality (4K) headshots, but lack time, and money
or you would avoid the hassle that comes with a professional photoshoot session?
Get them in under an hour, from $29 then.
customer service, top data privacy, and a clear money-back guarantee policy.
Unlike most competition, BetterPic’s AI-powered headshot generator creates images that even your closest loved ones won’t be able to tell are not ‘real’ photographs.
All you need is 8-14 (works from 8, more accurate results the more you add) casual photos/selfies and to select the outfits/backgrounds that fit the purpose of your photos.
BetterPic then takes less than 60 minutes to turn them into a gorgeous portfolio of headshots and portraits.
Not only does this simplify how you get professional headshots, but it also saves you a ton of time and money.
BetterPic is run with leading AI technology and a full commercial license, so their headshots are ideal for individuals and teams.
Since BetterPic is partly run by designers, marketers and developers, besides the best image quality on the market they focus on high–quality
BetterPic offers an affordable, fast, high-quality and reliable solution for getting your studio-quality portfolio.
{% embed https://www.youtube.com/watch?v=s4dYv4JcjlM %}
| betterpic |
1,922,954 | Unleashing Creativity: Exploring Raspberry Pi LED Programming | The humble LED, a ubiquitous light-emitting diode, transforms into a vibrant canvas for creative... | 0 | 2024-07-14T07:41:24 | https://dev.to/epakconsultant/unleashing-creativity-exploring-raspberry-pi-led-programming-2il1 | The humble LED, a ubiquitous light-emitting diode, transforms into a vibrant canvas for creative coding with a Raspberry Pi. This guide delves into the world of Raspberry Pi LED programming, empowering you to control LEDs, create dazzling light patterns, and embark on interactive projects.
[Mastering Drone PCB Design with FreeRTOS, STM32, ESC, and FC](https://www.amazon.com/dp/B0CV4JX3Q4)
Getting Started:
Before diving into code, gather the essential components:
- Raspberry Pi: Any Raspberry Pi model is suitable for LED programming.
- Breadboard: This prototyping platform provides a convenient workspace for connecting your components.
- Jumper Wires: These wires allow for easy connections between your Raspberry Pi, resistors, and LEDs.
- LEDs: Choose LEDs of your preferred colors and experiment with different quantities for more complex projects.
- Resistors: Essential to protect your LEDs from excessive current, select resistors based on your LED specifications and power supply voltage.
Understanding the Circuit:
LEDs have a positive and negative leg. The positive leg connects to the higher voltage side of the circuit, while the resistor goes in series with the positive leg to limit current. The resistor then connects to a Raspberry Pi GPIO (General Purpose Input/Output) pin, which acts as the control point for the LED.
[Video Editor](https://app.draftboard.com/apply/d22HSm)
Writing Your First LED Program:
Here's a basic Python script to get you started (remember to adjust pin numbers based on your wiring):
`Python
import RPi.GPIO as GPIO
# Define GPIO pin connected to the LED
led_pin = 18
# Set up GPIO naming convention
GPIO.setmode(GPIO.BCM)
# Set the LED pin as output
GPIO.setup(led_pin, GPIO.OUT)
try:
# Turn on the LED
GPIO.output(led_pin, GPIO.HIGH)
print("LED On!")
# Wait for 1 second
time.sleep(1)
# Turn off the LED
GPIO.output(led_pin, GPIO.LOW)
print("LED Off!")
finally:
# Clean up GPIO on exit
GPIO.cleanup()
print("Program finished!")`
Explanation of the Script:
- The script imports the RPi.GPIO library to interact with the Raspberry Pi's GPIO pins.
- It defines the GPIO pin connected to your LED (replace 18 with your actual pin number).
- The script sets up the GPIO pin naming convention and configures the chosen pin as an output pin.
- Inside a try block, the script turns on the LED using GPIO.output and sets the pin state to GPIO.HIGH. It then pauses for a second using time.sleep.
- Finally, the script turns off the LED and executes a GPIO.cleanup to reset the pin state upon program termination.
Expanding Your LED Skills:
With the basics covered, let's explore some exciting possibilities:
- Blinking LEDs: Modify the script to create a blinking pattern by repeatedly turning the LED on and off with a delay between each state.
- Fading LEDs: Utilize Pulse Width Modulation (PWM) to gradually increase or decrease the brightness of your LED, creating a fading effect.
- Multiple LED Control: Connect multiple LEDs to different GPIO pins and write code to control them individually or create synchronized patterns.
- Interactive Projects: Incorporate user input (buttons, sensors) to control LED behavior. Imagine turning on lights with a button press or creating color-changing LEDs based on sensor data.
[https://benable.com/sajjaditpanel/e98543c1a254e10c80b2](Pocket-Friendly Feasts: 5 Dollar Meals That Satisfy)
Beyond the Basics:
As your skills progress, explore advanced libraries like pigpio for enhanced performance and control. Consider building projects like:
- LED Matrix Displays: Create a grid of LEDs and program them to display text, images, or animations.
- Smart Home Lighting: Control home lights from your Raspberry Pi using LEDs and relays, building a basic home automation system.
- Interactive Art Installations: Combine LEDs with sensors and sound to create captivating light displays that respond to their environment.
Conclusion:
Raspberry Pi LED programming offers a fun and accessible entry point to the world of electronics and coding. By starting with simple circuits and scripts, you can gradually build your skills and embark on exciting projects that push the boundaries of creativity. Remember, the possibilities are endless! With dedication and exploration, you can transform LEDs from basic lights into captivating displays and interactive elements, breathing life into your Raspberry Pi projects.
| epakconsultant | |
1,922,955 | Slider Component - JavaScript & CSS | Pada kesempatan kali ini kita akan praktik membuat slider, slider bisa berisi image maupun text... | 0 | 2024-07-14T07:42:05 | https://dev.to/boibolang/slider-component-javascript-css-1oai | Pada kesempatan kali ini kita akan praktik membuat slider, slider bisa berisi image maupun text nantinya disesuaikan dengan kebutuhan. Idenya adalah dengan menyiapkan image maupun text yang akan dijadikan slide, kemudian terdapat button sebagai navigasi kiri-kanan, nantinya kita juga bisa menggunakan arrow keyboard maupun dot. Untuk praktik kali ini kita akan memakai image sebagai content dari slide. Langsung saja kita siapkan file index.html, style.css dan app.js. Untuk file app.js kita akan buat secara bertahap
```html
<!-- index.html -->
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<link rel="stylesheet" href="style.css" />
<title>Slider</title>
</head>
<body>
<div class="slider">
<div class="slide"><img src="../img/img-1.jpg" alt="Photo 1" /></div>
<div class="slide"><img src="../img/img-2.jpg" alt="Photo 2" /></div>
<div class="slide"><img src="../img/img-3.jpg" alt="Photo 3" /></div>
<div class="slide"><img src="../img/img-4.jpg" alt="Photo 4" /></div>
<button class="slider__btn slider__btn--left">←</button>
<button class="slider__btn slider__btn--right">→</button>
<div class="dots"></div>
</div>
<script src="app.js"></script>
</body>
</html>
```
```css
/* style.css */
.slider {
max-width: 100rem;
height: 50rem;
margin: 0 auto;
position: relative;
overflow: hidden;
}
.slide {
position: absolute;
top: 0;
width: 100%;
height: 50rem;
display: flex;
align-items: center;
justify-content: center;
/* untuk animasi */
transition: transform 1s;
}
.slide > img {
/* untuk menyamakan ukuran image */
width: 100%;
height: 100%;
object-fit: cover;
}
.slider__btn {
position: absolute;
top: 50%;
z-index: 10;
border: none;
background: rgba(255, 255, 255, 0.7);
font-family: inherit;
color: #333;
border-radius: 50%;
height: 5.5rem;
width: 5.5rem;
font-size: 3.25rem;
cursor: pointer;
}
.slider__btn--left {
left: 6%;
transform: translate(-50%, -50%);
}
.slider__btn--right {
right: 6%;
transform: translate(50%, -50%);
}
.dots {
position: absolute;
bottom: 5%;
left: 50%;
transform: translateX(-50%);
display: flex;
}
.dots__dot {
border: none;
background-color: #b9b9b9;
opacity: 0.7;
height: 1rem;
width: 1rem;
border-radius: 50%;
margin-right: 1.75rem;
cursor: pointer;
transition: all 0.5s;
}
.dots__dot:last-child {
margin: 0;
}
.dots__dot--active {
background-color: red;
opacity: 1;
}
```
Untuk file app.js kita akan buat bertahap sebagai berikut :
Posisikan image pada window view (viewport width) berdampingan, dan geser ketika ada trigger
```javascript
const slides = document.querySelectorAll('.slide');
slides.forEach((s, i) => (s.style.transform = `translateX(${100 * i}%)`));
```
Dengan menggunakan index dari forEach dan translateX kita bisa menentukan posisi viewport setiap kali ada trigger

Supaya image tampak semua kita kecilkan ukurannya, nantinya kita kembalikan ke ukuran normal jika aplikasi sudah jadi
```javascript
const slides = document.querySelectorAll('.slide');
const slider = document.querySelector('.slider');
slider.style.transform = 'scale(0.2)';
slider.style.overflow = 'visible';
slides.forEach((s, i) => (s.style.transform = `translateX(${100 * i}%)`));
```
Hasilnya sebagai berikut

Assign event handler kepada button
```javascript
// Component initiation
const slides = document.querySelectorAll('.slide');
const btnLeft = document.querySelector('.slider__btn--left');
const btnRight = document.querySelector('.slider__btn--right');
let curSlide = 0;
const slider = document.querySelector('.slider');
slider.style.transform = 'scale(0.2)';
slider.style.overflow = 'visible';
slides.forEach((s, i) => (s.style.transform = `translateX(${100 * i}%)`));
btnRight.addEventListener('click', function () {
curSlide++;
slides.forEach((s, i) => (s.style.transform = `translateX(${100 * (i - curSlide)}%)`));
});
```

Kita perlu memberi limiter supaya slider tidak bergeser terus setelah image-nya habis. Ketika sudah sampai pada image terakhir kita kembalikan ke image awal. Dengan sedikit refactoring kita bisa menyelesaikan kode untuk app.js sebagai berikut
```javascript
const slides = document.querySelectorAll('.slide');
const btnLeft = document.querySelector('.slider__btn--left');
const btnRight = document.querySelector('.slider__btn--right');
let curSlide = 0;
const maxSlide = slides.length;
const goToSlide = function (slide) {
slides.forEach((s, i) => (s.style.transform = `translateX(${100 * (i - slide)}%)`));
};
// Activate on first load
goToSlide(0);
// Next slide
const nextSlide = function () {
if (curSlide === maxSlide - 1) {
curSlide = 0;
} else {
curSlide++;
}
goToSlide(curSlide);
};
// Prev slide
const prevSlide = function () {
if (curSlide === 0) {
curSlide = maxSlide - 1;
} else {
curSlide--;
}
goToSlide(curSlide);
};
btnRight.addEventListener('click', nextSlide);
btnLeft.addEventListener('click', prevSlide);
```

Selanjutnya kita tambahkan event handler untuk keyboard arrow left dan right
```javascript
...
// Event handler for keyboard arrow
document.addEventListener('keydown', function (e) {
if (e.key === 'ArrowLeft') prevSlide();
e.key === 'ArrowRight' && nextSlide();
});
```
Selanjutnya kita tambahkan dot navigation. Kode untuk dot navigation kita tempatkan di awal setelah inisiasi component
```javascript
const dotContainer = document.querySelector('.dots');
// Dot handler
const createDots = function () {
slides.forEach((_, i) => {
dotContainer.insertAdjacentHTML(
'beforeend',
`<button class="dots__dot" data-slide="${i}"></button>`
);
});
};
// Activate on first load
createDots();
// Event handler for dots
dotContainer.addEventListener('click', function (e) {
if (e.target.classList.contains('dots__dot')) {
const { slide } = e.target.dataset;
goToSlide(slide);
}
});
```

Tahap akhir kita akan tambahkan active navigation, jadi image yang tampak di window juga akan memberi display aktif pada dot navigation. Dalam hal ini dot navigation akan kita beri warna merah
```javascript
// Activate dots
const activateDot = function (slide) {
// Remove class from all
document
.querySelectorAll('.dots__dot')
.forEach((dot) => dot.classList.remove('dots__dot--active'));
// Activate class only for selected
document
.querySelector(`.dots__dot[data-slide="${slide}"]`)
.classList.add('dots__dot--active');
};
// Activate on first load
activateDot(0);
```
Kita juga harus menambahkan function activateDot() pada setiap posisi image. Kode lengkap dari app.js adalah sebagai berikut
```javascript
const slides = document.querySelectorAll('.slide');
const btnLeft = document.querySelector('.slider__btn--left');
const btnRight = document.querySelector('.slider__btn--right');
const dotContainer = document.querySelector('.dots');
let curSlide = 0;
const maxSlide = slides.length;
// Dot handler
const createDots = function () {
slides.forEach((_, i) => {
dotContainer.insertAdjacentHTML(
'beforeend',
`<button class="dots__dot" data-slide="${i}"></button>`
);
});
};
// Activate on first load
createDots();
// Activate dots
const activateDot = function (slide) {
// Remove class from all
document
.querySelectorAll('.dots__dot')
.forEach((dot) => dot.classList.remove('dots__dot--active'));
// Activate class only for selected
document
.querySelector(`.dots__dot[data-slide="${slide}"]`)
.classList.add('dots__dot--active');
};
// Activate on first load
activateDot(0);
const goToSlide = function (slide) {
slides.forEach(
(s, i) => (s.style.transform = `translateX(${100 * (i - slide)}%)`)
);
};
goToSlide(0);
activateDot(0);
// Next slide
const nextSlide = function () {
if (curSlide === maxSlide - 1) {
curSlide = 0;
} else {
curSlide++;
}
goToSlide(curSlide);
activateDot(curSlide);
};
const prevSlide = function () {
if (curSlide === 0) {
curSlide = maxSlide - 1;
} else {
curSlide--;
}
goToSlide(curSlide);
activateDot(curSlide);
};
btnRight.addEventListener('click', nextSlide);
btnLeft.addEventListener('click', prevSlide);
// Event handler for keyboard arrow
document.addEventListener('keydown', function (e) {
if (e.key === 'ArrowLeft') prevSlide();
e.key === 'ArrowRight' && nextSlide();
});
// Event handler for dots
dotContainer.addEventListener('click', function (e) {
if (e.target.classList.contains('dots__dot')) {
const { slide } = e.target.dataset;
goToSlide(slide);
activateDot(slide);
}
});
```
Hasilnya sebagai berikut
 | boibolang | |
1,922,956 | Sunday memes ? | share memes @brunopicolo @tomasz_badowiec_1810be404 @muzzu45 @syedmuhammadaliraza @kinval... | 0 | 2024-07-14T07:45:25 | https://dev.to/chaopas/sunday-memes--ogo | memes, sunday | share memes
@brunopicolo @tomasz_badowiec_1810be404 @muzzu45 @syedmuhammadaliraza @kinval @ali_wazeer_ddab516ecaae1d @m-alikhizar | chaopas |
1,922,957 | Crafting Modern Web APIs with Django and Django REST Framework: A Comprehensive Guide | Introduction In the interconnected world of the internet, much of our online activities... | 0 | 2024-07-14T07:53:33 | https://www.developerchronicles.com/crafting-modern-web-apis-with-django-and-django-rest-framework-a-comprehensive-guide | django, api, restapi, python | ### Introduction
In the interconnected world of the internet, much of our online activities depend on the seamless interaction of multiple computers through APIs (Application Programming Interfaces). These APIs define the communication protocols between computers, and in the realm of web development, RESTful APIs (Representational State Transfer) have become the standard. This structured approach enables efficient data transfer over the web, supporting everything from simple tasks to complex interactions.
### Prerequisites
Before delving into Django REST Framework (DRF), it is crucial to have a solid understanding of Python programming, as DRF is built on Django, a Python framework. Familiarity with the basics of Django, including models, views, templates, and URLs, is highly beneficial since DRF extends these concepts to create APIs. Additionally, a fundamental understanding of RESTful architecture and HTTP methods is necessary to comprehend how DRF structures API endpoints and manages data serialization. Lastly, proficiency in version control systems like Git and knowledge of database management with Django ORM will aid in effectively managing and deploying DRF-powered applications.
### The Evolution of Django and APIs
Django, first released in 2005, was originally designed as a complete framework for building monolithic websites. At that time, websites were a single, unified codebase managing everything from database interactions to frontend presentation. However, as web development practices evolved, there was a shift towards an "API-first" approach.
### Why an API-First Approach?
Separating the backend logic from the frontend presentation provides several distinct advantages. Firstly, it future-proofs applications by enabling different frontend frameworks, such as React or Vue, to interact with a consistent backend API. This flexibility ensures that as frontend technologies evolve, the backend API remains stable, thereby minimizing the need for significant rewrites.
Secondly, an API-centric architecture supports diverse frontend implementations across various platforms and programming languages. Whether it is a web frontend using JavaScript, an Android app using Java, or an iOS app using Swift, all can seamlessly communicate with the same backend API..
### Enter Django REST Framework
Django REST Framework (DRF) is the premier choice for developing web APIs with Django. Renowned for its maturity, extensive features, and comprehensive documentation, DRF simplifies the process of creating APIs within Django applications. It adheres closely to Django's conventions, allowing developers familiar with Django to easily transition to building APIs.
### Advantages of Django and DRF
The combination of Django and DRF not only facilitates the transformation of traditional Django applications into powerful APIs but also enhances customization and maintainability. Major tech companies such as Instagram, Mozilla, and Pinterest favor this approach due to its scalability and reliability in managing large-scale applications.
Whether you are new to building APIs or already proficient in Django, mastering DRF can unlock new opportunities. With minimal additional code, DRF can convert an existing Django project into a robust web API, ensuring both accessibility and efficiency.
### Conclusion
In conclusion, Django and Django REST Framework provide a robust foundation for developing modern web APIs. Embracing an API-first approach enhances flexibility and scalability, ensuring compatibility with various frontend technologies. By leveraging Django and DRF, developers can adhere to best practices in web development, allowing them to create and extend sophisticated APIs efficiently.
| terrancoder |
1,922,959 | Unlocking the Power of Amazon S3 | Amazon Simple Storage Service (S3) is a scalable cloud storage solution designed for storing and... | 0 | 2024-07-14T07:55:21 | https://dev.to/noorscript/unlocking-the-power-of-amazon-s3-571k | aws, cloudcomputing, learning |
Amazon Simple Storage Service (S3) is a scalable cloud storage solution designed for storing and managing data. In this post, I’ll provide an overview of S3 buckets, which are essential components for organizing and accessing data in S3. You’ll learn about their features, how to create them, and best practices for using S3 effectively.
## What is an S3 Bucket?
An S3 bucket is a container for storing objects in Amazon S3. It acts as a unique namespace where you can store files, images, backups, and other data. Buckets allow you to organize and manage your data efficiently, with features that include:
- **Unique Naming:** Each bucket name must be globally unique across all AWS users, ensuring there are no conflicts.
- **Region Selection:** You can choose the AWS region for your bucket, optimizing performance based on your location.
- **Access Control:** S3 buckets come with robust access control options, allowing you to manage permissions for users and applications.
##
Getting Started with Amazon S3
## Step 1: Create an S3 Bucket
- **Sign in to AWS Management Console:** Go to AWS Management Console and log in.
- **Open the S3 Console:** Search for “S3” and click on the S3 service.
- **Create a Bucket:**
- Click “Create bucket.”
- Enter a unique bucket name.
- Choose an AWS region for optimal performance.
- Click “Create bucket.”
## Step 2: Upload an Object to Your Bucket
- **Select Your Bucket:** Click on the bucket name you created.
- **Upload Files:** Click “Upload” and then “Add files” to choose the files you want to upload.
- **Set Permissions**: By default, objects are private. You can adjust permissions as needed.
- **Start Upload:** Click “Upload” to begin uploading your files.
##
Step 3: Access Your Files
- **Navigate to Objects:** Click on the uploaded file in your bucket.
- **View Object URL:** You’ll see a URL to access the file. If public, anyone with the URL can access it.
## Common Use Cases for Amazon S3
- **Data Backup and Recovery:** Store backups of important data securely.
- **Web Hosting:** Host static websites directly from an S3 bucket.
- **Big Data Analytics:** Store and analyze large datasets.
- **Content Distribution:** Distribute content such as images and videos.
| noorscript |
1,922,961 | Creating Accessible Web Forms: A Beginner's Guide 🎉 | In today’s digital world, accessibility is a critical aspect of web development. Accessible web forms... | 0 | 2024-07-14T07:58:55 | https://dev.to/soham1300/creating-accessible-web-forms-a-beginners-guide-349c | In today’s digital world, accessibility is a critical aspect of web development. Accessible web forms ensure that all users, including those with disabilities, can interact with your website effectively. Think of it as opening the door wide instead of leaving it cracked! 🚪✨
-> Introduction to Web Accessibility
Web accessibility means making sure everyone can use your site—even your grandma who still thinks the internet is a series of tubes! 🚀 By creating accessible web forms, you’re helping everyone from tech-savvy teens to those still figuring out how to turn on their devices.
-> Semantic HTML
Let’s talk about semantic HTML—think of it as using the right tools for the job. 🛠️ Properly structured forms not only make your code cleaner but also help screen readers understand your content. Using <input>, <select>, and <textarea> correctly is like giving directions to lost tourists—super helpful!
-> Labeling Form Elements
Every form element deserves a name—like your pet goldfish! 🐟 Use <label> tags to ensure users know what information is needed. Connect labels to their corresponding input fields with the for attribute. This way, screen readers can say, “Hey, this is where you enter your name!”
```html
<label for="name">Name:</label>
<input type="text" id="name" name="name" required>
```
-> Keyboard Accessibility
Let’s make your forms as friendly as a puppy! 🐶 Ensure users can navigate using just a keyboard. Test your form by Tab-ing through fields and hitting Enter to submit. It’s like a fun obstacle course, but for data entry!
-> Error Handling
Who doesn’t love a good plot twist? But not in forms! 🎭 Make sure your error messages are clear and easy to spot. If someone enters an invalid email, don’t just say “error”—be specific! Maybe something like, “Oops! That email looks fishy! 🐠 Please enter a valid one.” And use ARIA attributes like aria-live to announce errors to screen readers.
```html
<span id="error" aria-live="assertive" style="color: red;">Please enter a valid email address. 😬</span>
```
-> ARIA Attributes
When semantic HTML isn’t enough, sprinkle some ARIA magic! ✨ Use ARIA roles and properties to make sure screen readers have all the info they need. Just remember, too much ARIA can be like too much glitter—hard to clean up! 🎉
-> Testing Accessibility
Time to put your form to the test! 🔍 Use tools like aXe or Lighthouse to uncover accessibility issues. And don’t forget to manually navigate your form using just a keyboard—if you can do it, anyone can! Bonus points if you test it with a screen reader.
Conclusion
Creating accessible web forms is a vital skill for web developers—like knowing how to make a mean cup of coffee! ☕ By following these best practices, you can make the web a more inclusive place for everyone. So go ahead, be the hero of accessibility! 💪🎊
Happy coding! 🚀 | soham1300 | |
1,922,970 | Infamous Guitars: Wix Studio 'Make an Offer' eCommerce Website using Wix Velo | This is a submission for the Wix Studio Challenge . What I Built Visit Site 'Make an... | 0 | 2024-07-14T08:21:05 | https://dev.to/phoedesign/infamous-guitars-wix-studio-make-an-offer-ecommerce-website-using-wix-velo-2jln | devchallenge, wixstudiochallenge, webdev, javascript | *This is a submission for the [Wix Studio Challenge ](https://dev.to/challenges/wix).*
## What I Built
[Visit Site](https://phoedesign.wixstudio.io/infamous-guitars)
'Make an Offer' eCommerce website with an immersive user audio experience. This fictional store 'Infamous Guitar' sells authenticated guitars and memorabilia, with one-off items, where customers can read about the history of the item, be immersed and reminded of the artists music & biography, and make an offer on the high ticket memorabilia. Opposed to a warehouse style store, this website has a bespoke experience reflecting the truly one-off and special nature of the product offered.
###Feature Overview
Note: this site is fully functional with all features from members sign-up to checkout (final checkout step to place order is restricted for demo). All features built with native Wix elements and Wix velo; audio from Spotify API.
* Customers can submit an offer on a product or purchase at full price.
* Detailed triggered emails for offers received, accepted, rejected.
* Validation for offer minimum & maximum
* Auto-accept offers above store owner defined value
* Accepted offers time expiry (15 minutes for demo), with countdown
* Realtime updates on offer status, and when another member submits and offer.
* Member 'My Offers' account page, with realtime updates.
* 'Offer Manger' dashboard for store owners with filtering and realtime updates (made available in demo site front end for challenge purposes)
* Checkout to offer value, restricted to specific member account (validation SPI)
* Immersive and rich user shopping experience, with Spotify Audio
* Custom built full width slideshow with audio experience
## Demo
[Submission Site: Infamous Guitars](https://phoedesign.wixstudio.io/infamous-guitars)
####Bespoke Audio Slideshow and Storefront


####Product Page - Make an Offer

####Email Notifications

####Realtime Status Updates

####Checkout Template

####'My Offers' Member Area

####'Offer Manager' Store Owner Dashboard Demo

## Development Journey
###My Brief
My personal brief was to 1. do something novel with Wix eCommerce and 2. Build a bespoke eCommerce experience. Wix Stores products have a fixed price, so for a novel eCommerce challenge, I decided to create 'make an offer' functionality as this is not a current feature of Wix Stores. In the spirit of the Dev Challenge, for the bespoke experience, I built the entire UI, not using any eCom widgets.
I have a great passion for music (and the particular artists included in the demo!), so it was loads of fun to build! Music evokes deep memories and connections, although a fictitious store, I wanted to show how web design and development skills could create the user experience of "I love this song", and how that enhances the product offering and adds value to the business.
###Make an Offer and eCom
Satisfying the customer being able to checkout with their offer value, when an offer is accepted, a coupon is created for the product (Wix Marketing API), to the exact value discount, single use, and a set expiry date. A [checkout template](https://dev.wix.com/docs/velo/api-reference/wix-ecom-backend/checkout-templates/introduction) (Wix eCom API) is created with the product, discount code applied and locked and the user is navigated to this checkout URL. Using checkout templates streamlines the user experience to purchase, reducing any cart steps, avoiding quantity display (one-off products) and allows for restricting checkout capability (locked coupon code). Although not in the Dev challenge scope, I included a validation SPI to restrict coupon codes to a member - as a safe guard mitigation against customers sharing an offer. Wix marketing coupons cannot currently be set to a particular site member - the coupon settings and checkout restrictions are additional mitigations.
With this method, the product price (and discounted price) is set at the highest value in Wix Stores, allowing a customer to directly purchase without offer and then any offer is simply a calculated 'amount' discount coupon.
###Audio and Controlling UX
The audio was a particular challenge encountered. Wix Studio does not have a Spotify Widget (as Classic Editor) and complying with licence/attribution I could not simply load audio files in the audio player. Additionally, an HTML embed was not permitted in this Dev Challenge. Therefore the site uses Spotify Web API (Wix Secrets API, Wix Fetch API) to get compliant 'preview tracks' (30 seconds) for artists, attributed to Spotify with required backlink and the audio player controlled with velo. *see footnote on the 'audio journey'
With the bespoke and immersive vision, I wanted to use a slideshow to display the rich content and build this audio experience across the artists. Wix slideshow repeater does not have controllable API's e.g. detecting or controlling a slide change. Therefore I build a bespoke full width and responsive slider using Wix elements and Wix Animations API. This allows the control of playing the audio, with a custom fade in and fade out. Play/pause/stop velo functions on the audio player immediately stops/starts the music and I wanted a nicer user experience. With this custom build I am able to have my slideshow timer controlled, manually controlled, and constructed neatly with the audio transitions.
##Apps, APIs and Libraries
* Wix Stores App (& App Events)
* Wix CMS (& Data Hooks)
* Wix eCom API
* Wix Marketing API
* Wix CRM API
* Wix Members API
* Wix Realtime API
* Wix Data API
* Wix Secrets API
* Wix Fetch API
* Wix Animations API
* Wix eCom V2 SPI (eCom Validations)
* Wix Storage API
* [Spotify Web API](https://developer.spotify.com/documentation/web-api)
Developed by Duncan Simpson, solo and wholly original project. [Phoe Design](https://phoedesign.co.uk)
All imagery attributed to creative commons owners, and thanks to them. The site is greatly enhanced with 'real' artists.
####Footnote - the Audio Journey
Originally, to comply with content and audio licencing, I was going to use creative commons music, attribution and stock images. A massive thanks to my Dad for spending a day listening to and gathering creative commons music, although not used in the end, his support was greatly appreciated! With the greatest of respect for those artists and suppling music in the commons, the content was not enhancing and delivering the experience I dreamed of - this inspired revisiting how to achieve 'commercial' and famous (at least in my vinyl collection!) audio; endeavouring to work with Spotify Web API - adding to the wealth of 'Dev' used in the project! Spotify does not provide a preview for all tracks and artists, presenting another challenge, and sadly a few of my favourite artists had to be missed. | phoedesign |
1,922,972 | ✨Top 9 Open-Source Hidden Gems🤯 | Hello Devs👋 In this article I will be sharing some amazing open-source projects I've found that can... | 0 | 2024-07-14T14:48:36 | https://dev.to/dev_kiran/top-9-open-source-hidden-gems-56d9 | webdev, opensource, productivity, programming | Hello Devs👋
In this article I will be sharing some amazing open-source projects I've found that can really save your time and help you. You should give a shot.🔥
> ✨Open-source projects rely on **community support** 🙏, so consider exploring these projects and **star**ring these repositories to contribute to their growth.🙂

---
## Materio MUI Next.Js Admin Template
This [NextJS Admin Dashboard template](https://themeselection.com/item/category/next-js-admin-template/) offers a clean, modern design and is perfect for building high-performance admin interfaces. It comes with an **App router** & **SSR support**.
It's Fully responsive, includes various UI components, and is easy to integrate with other libraries and frameworks. **💎Premium Version** offers you more extra features and pages and lot more!

Must checkout once 🤓 {% cta https://github.com/themeselection/materio-mui-nextjs-admin-template-free %} ⭐ Repo GitHub {% endcta %}
## PR-Agent
> 🚀[CodiumAI](https://codium.ai/) PR-Agent is an open-source, AI-Powered 🤖 Tool for Automated Pull Request Analysis, Feedback, Suggestions.
With PR-Agent you cam automate the code review process for all pull requests, ensuring that only high-quality code is merged into the main codebase.
Try the GPT-4 powered PR-Agent instantly on your public GitHub repository. Just mention **@CodiumAI-Agent** and add the desired command in any PR comment. The agent will generate a response based on your command.

{% cta https://github.com/Codium-ai/pr-agent %} ⭐ PR-Agent on GitHub {% endcta %}
## Maily
> ✨Maily is a free and open-source editor that makes it hassle-free to craft beautiful emails . It comes with a set of pre-built components and opinionated design that you can use to build your emails.
With Maily's 💪powerful editor you can create beautiful email templates and easily get the HTML code for it.

{% cta https://github.com/arikchakma/maily.to %} ⭐ Maily on GitHub{% endcta %}
## Cool GIFs For GitHub
> ✨ Cool GIFs For GitHub by @anmolbaranwal offers awesome list of GIFs & avatars to use in GitHub.
Along with these this repository contains Moving Logos, Animated Social Icons, Animated Emojis (_Loved these Emojis_😍) and many more!. You can easily use them in your projects as well!
Check it out, You will definitely love this!👇

{% cta https://github.com/Anmol-Baranwal/Cool-GIFs-For-GitHub %} ⭐ Star on GitHub {% endcta %}
## MotionVariants
🍁 MotionVariants is an open-source project that offers a collection of beautiful handmade Framer Motion variants you can easily use in your projects.

{% cta https://github.com/chrisabdo/motionvariants %} ⭐ Star on GitHub {% endcta %}
## Shader Gradient
> 🎨 Shader Gradient is an open-source tool that empowers developers to create complex and visually stunning gradients using shaders.
With shader you can easily design gradients with multiple colors, smooth transitions, and unique patterns and more! Use the moving gradient package for **React**. Also available on modern design tools like **Figma** and **Framer**.

{% cta https://github.com/ruucm/shadergradient %} ⭐ Star on GitHub {% endcta %}
## Animata
🍭 Animata is an open-source tool that offers you vast collection of easy to use animations & interaction code. You can easily copy-paste the animations into your **React** & **NextJS** application.

{% cta https://github.com/codse/animata %} ⭐Animata on GitHub{% endcta %}
## Flubber
🌀 Flubber is an open-source tool that provides delightful shape interpolation animations.
Flubber makes it easy to create smooth, visually appealing morphing animations between various **SVG shapes**.

{% cta https://github.com/veltman/flubber %}⭐Flubber on GitHub{% endcta %}
## Atropos
🎄 Atropos is a lightweight, free and open-source JavaScript library to create stunning touch-friendly **3D parallax hover** effects. It's available for JavaScript, React and as a Web Component.

{% cta https://github.com/nolimits4web/atropos/ %}⭐Atropos on GitHub{% endcta %}
##That's It.🙏
Thank you for reading this far. If you find this article useful, please like and share this article. Someone could find it useful too.💖
Connect with me on [**X**](https://x.com/kiran__a__n), [**GitHub**](https://github.com/Kiran1689), [**LinkedIn**](https://www.linkedin.com/in/kiran-a-n)
<a href="https://www.buymeacoffee.com/Kiran1689" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/default-yellow.png" alt="Buy Me A Coffee" height="41" width="174"></a>
{% embed https://dev.to/dev_kiran %}
| dev_kiran |
1,922,974 | Welcome to BlackCardCoin 🚀 | JOIN the BlackCardCoin revolution and stand a chance to win a share of our $1 million cash reward... | 0 | 2024-07-14T08:24:18 | https://dev.to/blackcardcoin/welcome-to-blackcardcoin-5e00 | JOIN the BlackCardCoin revolution and stand a chance to win a share of our $1 million cash reward pool! As we gear up for our grand prize drawing on December 12, 2024, your engagement and XP accumulation on our platform could lead you to significant rewards.
Here's how our reward system works:
Each XP point you earn on the BlackCardCoin platform acts as one entry into our grand prize drawing. The more you participate—through transactions, staking, and community engagement—the more XP you collect, increasing your chances to win.
Prize Breakdown:
Grand Prizes:
1st Place: $50,000 USDT
2nd Place: $30,000 USDT
3rd Place: $20,000 USDT
Top 4-10 Places:
Each receives $10,000 USDT (7 winners)
Top 11-100 Places:
Each receives $1,000 USDT (90 winners)
Top 101-1000 Places:
Each receives $300 USDT (900 winners)
Top 1001-10000 Places:
Each receives $30 USDT (9000 winners)
Special Drawing Prizes:
1 Winner of $10,000 USDT
100 Winners of $1,000 USDT each
1000 Winners of $100 USDT each
Redistribution Rule:
If a participant qualifies for multiple prizes, they will receive the higher value prize. The lesser prize will be redistributed to the next eligible participant. This ensures each prize is awarded and maximizes fairness in the distribution process.
Frequently Asked Questions (FAQ):
Q1: How do I earn XP?
A1: You can earn XP by engaging in various activities on Zealy, including making transactions, participating in staking, and engaging with the community.
Q2: What happens if I win more than one prize?
A2: You will receive the highest value prize you qualify for. Any additional prizes you might have won will be given to the next eligible participant.
Q3: How will I know if I've won?
A3: Winners will be announced on our website and contacted directly via their twitter account associated with their Zealy account.
Q4: Are there any restrictions on who can participate?
A4: Participants must be of legal age and comply with their local jurisdiction’s regulations regarding cryptocurrency transactions and competitions.
Q5: When is the prize drawing?
A5: The grand prize drawing will take place on December 12, 2024.
By participating in our platform’s activities, not only do you get a chance to win substantial prizes but you also become part of a pioneering financial community.
Explore our LitePaper for more details or visit BlackCardCoin.com for comprehensive information about our offerings.
Don't miss this opportunity to be a part of something revolutionary.
Start earning XP and prepare for the big draw. Your journey towards financial innovation begins today at BlackCardCoin.com!
Don't miss out on this chance to be a part of something revolutionary. Dive in and start earning today! 🌟💰 | blackcardcoin | |
1,922,975 | 🚀 BlackCardCoin Big Announcement: 01.07.2024 🚀 | Dear BlackCardCoin Community, Today, 01.07.2024, is a milestone in BlackCardCoin history! We are... | 0 | 2024-07-14T08:29:12 | https://dev.to/blackcardcoin/blackcardcoin-big-announcement-01072024-4i8l | Dear BlackCardCoin Community,
Today, 01.07.2024, is a milestone in BlackCardCoin history! We are excited to share our success story, the big steps we've taken, and our future plans. Here are the details:
🔥 Token Burn and Lock on New Contract 🔥
On our New Token Contract: https://bscscan.com/token/0x450593Bf7f2d7E559E38496CfB06bDCE5E963795, we are burning 75 million out of our total 150 million $BCCoin tokens! This big step is worth about $750 million at the current token price of $10. Additionally, 60 million tokens will be locked for a certain period. This will strengthen the supply-demand balance of BlackCardCoin and increase its value.
✅ CertiK Approval and New Token Contract ✅
Our new token contract has been successfully audited and approved by CertiK. This audit ensures the highest security for our users and investors. Our new contract meets global standards and complies with exclusive financial regulations. We are creating a more secure ecosystem by raising our security standards.
🌐 BCChain, BCSwap, and BCExplorer TestNet 🌐
We are introducing our custom EVM-based blockchain network, BCChain, along with BCSwap and BCExplorer. Our BCChain testnet is live at http://BCChainDev.com.
We invite our users to start transacting and take advantage of the rewards. These tools will allow our users to conduct transactions more securely and quickly.
We will provide a total of $600,000 in funds to the top 3 projects developed on BCChain:
- 1st Project: $300,000
- 2nd Project: $200,000
- 3rd Project: $100,000
🌟 World First: Unlimited Crypto Credit Card and Virtual IBAN 🌟
BlackCardCoin offers the world's first and only unlimited crypto credit card and virtual IBAN services. We have completed all necessary agreements for these services. Our users can use their crypto assets without limits and easily handle their banking transactions. With a single KYC process, you can get both a card and an international IBAN.
📈 Global Marketing and New Exchange Listings 📈
We are partnering with marketing agencies in many countries, including the USA. These efforts aim to reach 1 million users quickly. We have also secured agreements with 2 of the top 5 exchanges and are working closely to set the listing date and plan the marketing and launch day. New listings on T1 exchanges will be announced within 2 weeks. These listings will increase $BCCoin's liquidity and reach a wider audience.
💰 Staking and Reward Programs 💰
This year, we will distribute a total of $1 million in rewards to users and ecosystem supporters who participate in Zealy tasks. Join Zealy: https://zealy.io/cw/blackcardcoin to start earning rewards immediately. Additionally, our staking program will offer high returns to our users. Those who refer a new cardholder will earn 10% of the stake investment in USDT.
🔄 Token Migration Tool for Cold Wallets 🔄
A migration tool to facilitate the transition of tokens in cold wallets to the new contract will be released within 2 weeks. This tool will allow you to easily convert your old tokens to new ones.
🔓 Deposit and Withdrawal Openings on Exchanges 🔓
This week, $BCCoin deposit and withdrawal transactions will reopen on all exchanges. This will enable our investors and users to carry out their transactions smoothly and increase $BCCoin's liquidity.
🤝 Partnerships with World-Famous Banks 🤝
We have secured preliminary agreements with 3 world-renowned banks. In the next 2 months, we will announce these partnerships and work on integration details. These agreements will further strengthen the BlackCard ecosystem and offer our users unique financial services.
💎 Why Big Investors Should Join Us 💎
BlackCardCoin offers a great opportunity for big investors with its unique services and technologies. Our unlimited crypto credit card and virtual IBAN services combine crypto and traditional finance in a groundbreaking way. Projects on BCChain can freely use all the services in the BlackCard ecosystem, which greatly supports their growth.
These major steps will help BlackCardCoin achieve the rise it deserves. Our future plans will be even stronger with the support of our community. Thank you for joining us on this exciting journey.
Let's step into a brighter future together! | blackcardcoin | |
1,922,977 | Top Free APIs Every Developer Should Know About | Top Free APIs Every Developer Should Know About In the world of software development, APIs... | 0 | 2024-07-14T08:37:03 | https://dev.to/sh20raj/top-free-apis-every-developer-should-know-about-4do1 | api, javascript, webdev, beginners |
### Top Free APIs Every Developer Should Know About
In the world of software development, APIs (Application Programming Interfaces) are essential for integrating various functionalities into applications. Here’s a curated list of top free APIs categorized by their functionality:
#### 1. **Weather APIs**
- **OpenWeatherMap API**: Provides current weather data, forecasts, and historical weather data for any location.
- **Weatherstack API**: Offers real-time weather information, including forecasts and historical data.
#### 2. **Maps and Geolocation APIs**
- **Google Maps API**: Enables integration of interactive maps, geocoding, and route optimization.
- **Mapbox API**: Provides customizable maps, navigation, and location search capabilities.
#### 3. **Finance and Stock Market APIs**
- **Alpha Vantage API**: Offers real-time and historical equity and cryptocurrency data.
- **Yahoo Finance API**: Provides access to financial news, stock market data, and portfolio management tools.
#### 4. **Social Media APIs**
- **Twitter API**: Allows developers to access Twitter data, post tweets, and interact with user timelines.
- **Facebook Graph API**: Provides access to Facebook user data, pages, and interactions.
#### 5. **Machine Learning and AI APIs**
- **TensorFlow API**: Google's machine learning platform offering tools and libraries for building ML models.
- **IBM Watson API**: Provides AI-driven solutions for natural language processing, visual recognition, and more.
#### 6. **Text Analysis and Natural Language Processing APIs**
- **NLTK (Natural Language Toolkit)**: A Python library with APIs for text processing and analysis.
- **TextRazor API**: Offers advanced text analysis capabilities, including entity recognition and sentiment analysis.
#### 7. **Media and Entertainment APIs**
- **YouTube API**: Provides programmatic access to YouTube videos, playlists, and channels.
- **Spotify API**: Allows integration with Spotify’s music catalog, user playlists, and audio features.
#### 8. **E-commerce APIs**
- **Stripe API**: Enables online payment processing and management of transactions.
- **Shopify API**: Provides access to Shopify’s e-commerce platform for building online stores and managing inventory.
#### 9. **Cloud Services and Storage APIs**
- **AWS S3 API**: Amazon’s Simple Storage Service API for managing cloud storage and data retrieval.
- **Google Cloud Storage API**: Similar to AWS S3, offering scalable and secure object storage.
#### 10. **Authentication and Security APIs**
- **Auth0 API**: Provides authentication and authorization services with support for multiple identity providers.
- **Twilio API**: Offers APIs for integrating SMS, voice, and video communications into applications with built-in security features.
### Conclusion
These APIs represent a diverse range of functionalities and services that developers can leverage to enhance their applications without the need to build everything from scratch. Whether you're working on weather apps, financial tools, social integrations, or machine learning models, these free APIs provide a robust foundation to accelerate development and innovation.
Explore these APIs, integrate them into your projects, and unlock new possibilities in your development journey! | sh20raj |
1,922,978 | Top Free APIs Every Developer Should Know About | Top Free APIs Every Developer Should Know About In the world of software development, APIs... | 0 | 2024-07-14T08:37:03 | https://codexdindia.blogspot.com/2024/07/top-free-apis-every-developer-should.html | api, javascript, webdev, beginners |
### Top Free APIs Every Developer Should Know About
In the world of software development, APIs (Application Programming Interfaces) are essential for integrating various functionalities into applications. Here’s a curated list of top free APIs categorized by their functionality:
Know More In Detail :- https://codexdindia.blogspot.com/2024/07/top-free-apis-every-developer-should.html
#### 1. **Weather APIs**
- **OpenWeatherMap API**: Provides current weather data, forecasts, and historical weather data for any location.
- **Weatherstack API**: Offers real-time weather information, including forecasts and historical data.
#### 2. **Maps and Geolocation APIs**
- **Google Maps API**: Enables integration of interactive maps, geocoding, and route optimization.
- **Mapbox API**: Provides customizable maps, navigation, and location search capabilities.
#### 3. **Finance and Stock Market APIs**
- **Alpha Vantage API**: Offers real-time and historical equity and cryptocurrency data.
- **Yahoo Finance API**: Provides access to financial news, stock market data, and portfolio management tools.
#### 4. **Social Media APIs**
- **Twitter API**: Allows developers to access Twitter data, post tweets, and interact with user timelines.
- **Facebook Graph API**: Provides access to Facebook user data, pages, and interactions.
#### 5. **Machine Learning and AI APIs**
- **TensorFlow API**: Google's machine learning platform offering tools and libraries for building ML models.
- **IBM Watson API**: Provides AI-driven solutions for natural language processing, visual recognition, and more.
#### 6. **Text Analysis and Natural Language Processing APIs**
- **NLTK (Natural Language Toolkit)**: A Python library with APIs for text processing and analysis.
- **TextRazor API**: Offers advanced text analysis capabilities, including entity recognition and sentiment analysis.
#### 7. **Media and Entertainment APIs**
- **YouTube API**: Provides programmatic access to YouTube videos, playlists, and channels.
- **Spotify API**: Allows integration with Spotify’s music catalog, user playlists, and audio features.
#### 8. **E-commerce APIs**
- **Stripe API**: Enables online payment processing and management of transactions.
- **Shopify API**: Provides access to Shopify’s e-commerce platform for building online stores and managing inventory.
#### 9. **Cloud Services and Storage APIs**
- **AWS S3 API**: Amazon’s Simple Storage Service API for managing cloud storage and data retrieval.
- **Google Cloud Storage API**: Similar to AWS S3, offering scalable and secure object storage.
#### 10. **Authentication and Security APIs**
- **Auth0 API**: Provides authentication and authorization services with support for multiple identity providers.
- **Twilio API**: Offers APIs for integrating SMS, voice, and video communications into applications with built-in security features.
### Conclusion
These APIs represent a diverse range of functionalities and services that developers can leverage to enhance their applications without the need to build everything from scratch. Whether you're working on weather apps, financial tools, social integrations, or machine learning models, these free APIs provide a robust foundation to accelerate development and innovation.
Explore these APIs, integrate them into your projects, and unlock new possibilities in your development journey! | sh20raj |
1,922,979 | Day 30 of 30 of JavaScript | Hey reader👋 Hope you are doing well😊 First of all I would like to congratulate you as you have made... | 0 | 2024-07-15T07:15:55 | https://dev.to/akshat0610/day-30-of-30-of-javascript-50fn | webdev, javascript, beginners, tutorial | Hey reader👋 Hope you are doing well😊
First of all I would like to congratulate you as you have made it to this post🎉. This is the last blog of our JavaScript tutorial🥳.
In the last post we have talked about JSON. In this post we are going to discuss about some important concepts.
So let's get started🔥
## JS Web APIs
APIs, or Application Programming Interfaces, are sets of rules and protocols that allow software applications to communicate with each other. Web APIs specifically refer to APIs provided by web browsers that enable developers to interact with and manipulate web pages and browsers.
JavaScript Web APIs are interfaces that allow developers to leverage built-in browser capabilities using JavaScript. These APIs can perform a variety of tasks such as manipulating the DOM (Document Object Model), fetching data from a server, storing data locally, and more.
We can also use third party APIs just by downloading the code from web.
Some commonly used JavaScript Web APIs are -:
**- DOM (Document Object Model) API**
The DOM API is perhaps the most fundamental web API for web developers. It allows you to interact with and manipulate the structure of web documents. You can add, remove, and modify elements and attributes using methods like `getElementById`, `querySelector`, `appendChild`, and `removeChild`.

**- Fetch API**
The Fetch API is a modern alternative to XMLHttpRequest for making network requests. It allows you to make HTTP requests to servers, handle responses, and process data asynchronously.

Here `fetch` is used for fetching data from API it returns a promise if the promise is resolved a response is generated otherwise error is thrown.
**- Local Storage API**
The Local Storage API allows you to store data locally within the user's browser. This data persists even after the browser is closed, making it useful for saving user preferences, caching, and more.

**- Geolocation API**
The Geolocation API provides a way to retrieve the geographical location of the user's device. It's commonly used in location-based services and applications.

There are many APIs that provide important functionalities. You can read more about it from here 👉[https://developer.mozilla.org/en-US/docs/Web/API](url)
## JavaScript Cookies
**What are Cookies?**
Cookies are data, stored in small text files, on your computer.
When a web server has sent a web page to a browser, the connection is shut down, and the server forgets everything about the user.
Cookies were invented to solve the problem "how to remember information about the user".
When a user visits a web page, his/her name can be stored in a cookie.
Next time the user visits the page, the cookie "remembers" his/her name.
When a browser requests a web page from a server, cookies belonging to the page are added to the request. This way the server gets the necessary data to "remember" information about users.
**Create Cookies in JavaScript**
- Step 1 Setting a Cookie-: To set a cookie, you assign a string to `document.cookie`. The string should be in the format `name=value;` followed by optional attributes like `expires`, `path`, `domain`, and `secure`.

`username=JohnDoe` sets the cookie name to username and its value to JohnDoe. `expires=Fri, 31 Dec 2024 23:59:59 GMT` sets the expiration date of the cookie. `path=/` makes the cookie available within the entire domain.
- Step 2 Getting a Cookie-: To get a cookie, you can use JavaScript to parse the `document.cookie` string, which contains all the cookies for the current document.

So here we are searching for a cookie belonging to particular user if we find the cookie in the cookies array then we return the parsed data otherwise null is returned.
**Deleting Cookies in JavaScript**
To delete a cookie, you set its expiration date to a past date. This effectively removes the cookie.
This is how you can use Cookies in JavaScript.
So this was last blog of JavaScript series. I hope you have found it helpful. The upcoming series will be of NodeJs so please stay connected and follow me.
Thankyou 🤍 | akshat0610 |
1,922,981 | Terabox online video downloader | Queries Solved :- Terabox direct download Terabox online video downloader Terabox link video... | 0 | 2024-07-14T08:45:48 | https://t.me/terasop_bot?? | terabox, teraboxdownload, teraboxdownloader | >

Queries Solved :-
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How to download Terabox link video without app
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Terabox downloader online free APK
Terabox link converter
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> https://t.me/terasop_bot
{% embed https://t.me/terasop_bot %}
Social Medias
- https://in.pinterest.com/teraboxdownloaderonline/
- https://www.instagram.com/terasop_bot/
| banmyaccount |
1,922,982 | Golang WebRTC. Como usar Pion 🌐Remote Controller | ¿ Porqué debería elegir Go para crear una aplicación WebRTC 🤷♂️? WebRTC y Go es una... | 0 | 2024-07-14T08:47:02 | https://dev.to/piterweb/golang-webrtc-como-usar-pion-remote-controller-5d8e | webdev, webrtc, go, spanish | ## ¿ Porqué debería elegir Go para crear una aplicación WebRTC 🤷♂️?
WebRTC y Go es una combinación poderosa, puedes desplegar pequeños binarios en cualquier sistema operativo soportado por el compilador de Go. Y por el hecho de ser compilado acostumbra ser más rápido que muchos otros lenguajes, así que es ideal si quieres procesar comunicaciones en tiempo real como WebRTC.
(Al menos este es mi punto de vista después de crear un proyecto usando estas 2 tecnologías)
## ¿ Que es Pion WebRTC ?
Pion es una implementación de WebRTC en Go puro (aunque algunás parte más "externas" si que pueden depender de CGo dependiendo del sistema operativo), por ello es muy útil si quieres tiempos de compilación reducidos, binarios más pequeños y mejor soporte multi plataforma que si usase CGo.
## Entendiendo las conexiones extremo a extremo WebRTC
¿ Sabes como funciona WebRTC y todas sus partes ? Ahora te explicaré una versión simplificada de ello limitado al contenido de este tutorial.
### ICE (Interactive Connectivity Establishment)
Es un entorno de trabajo usado por WebRTC, la función principal de este es dar candidatos (posibles rutas o IPs) para que 2 dispositivos o más se puedan conectar incluso si están detrás de un firewall o no están expuestas a internet. Esto se consigue haciendo uso de STUN y TURN.
### STUN
Es un protocolo y un tipo de servidor usado por WebRTC que es adecuado para manejar conexiones que no estén detrás de un NAT restrictivo. Esto es porque algunos NAT depende de como se hallen configurados no permitirán que se resuelvan los ICE candidates.
Es muy fácil empezar a experimentar con ellos ya que existen muchas listas de [servidores STUN públicos](https://github.com/pradt2/always-online-stun/) disponibles.
### TURN
TURN es como STUN pero mejor. La principal diferencia es que puede evadir las restricciones de los NAT que hacen a STUN no funcionar correctamente. Además también existen servidores TURN públicos y algunas compañias los ofrecen gratuitamente.
Ambos TURN y STUN pueden ser auto-alojados (lo que se conoce comúnmente como self-hosting), el proyecto más popular que he encontrado es [coturn](https://github.com/coturn/coturn)
### Canales (Channels)
Son flujos bidireccionales de datos proporcionados por WebRTC que pueden usar conexiones UDP o TCP. A estos te puedes suscribir o escribir en ellos.
Además generalemente existen 2 tipos: Datachannels(datos binarios) y Mediachannels(video/audio).
### SDP
Es un formato que describe la conexión: canales que se van a usar, codecs, encoding, ...
### Señalización
Método escogido para intercambiar los SDPs y los ICEcandidates entre extremos para establecer una conexión. Pueden usar peticiones http, copiar y pegar manuales, websockets, ...
## Ejemplo de código para el extremo de cliente 📘
Ahora vamos a explorar un poco de código, este es un ejemplo que está extraído y simplificado de la base de código del repositorio de Github de "Remote Controller"

[Remote Controller](https://github.com/PiterWeb/RemoteController) es mi proyecto personal que intenta ser una alternativa abierta a Steam Remote Play (un servicio para jugar juegos cooperativos locales de forma online usando conexiones de extremo a extremo [P2P])
La función principal de este ejemplo será la de conectarnos a un extremo WebRTC que actue como servidor (llamando servidor a aquel que inicia la conexión) y mandando números a través de un Datachannel y escuchando los datos recividos en otro Datachannel.
Primero declararé la variable del Datachannel y una variable de string como una forma genérica de señalización (en el caso real de la aplicación se usa un copia/pega manual basado en las necesidades de la idea de mi producto pero puede ser implementado de muchas otras maneras)
```go
var offerEncodedWithCandidates string //OfferFromServer
var answerResponse := make(chan string) //AnswerFromClient
```
y después vamos a añadir una función que nos será de utilidad para convertir a base64 y comprimir nuestras "señales" (aunque es opcional)
```go
// SPDX-FileCopyrightText: 2023 The Pion community <https://pion.ly>
// SPDX-License-Identifier: MIT
// Package signal contains helpers to exchange the SDP session
// description between examples.
package <package>
import (
"bytes"
"compress/gzip"
"encoding/base64"
"encoding/json"
"io"
)
// Allows compressing offer/answer to bypass terminal input limits.
const compress = true
// signalEncode encodes the input in base64
// It can optionally zip the input before encoding
func signalEncode(obj interface{}) string {
b, err := json.Marshal(obj)
if err != nil {
panic(err)
}
if compress {
b = signalZip(b)
}
return base64.StdEncoding.EncodeToString(b)
}
// signalDecode decodes the input from base64
// It can optionally unzip the input after decoding
func signalDecode(in string, obj interface{}) {
b, err := base64.StdEncoding.DecodeString(in)
if err != nil {
panic(err)
}
if compress {
b = signalUnzip(b)
}
err = json.Unmarshal(b, obj)
if err != nil {
panic(err)
}
}
func signalZip(in []byte) []byte {
var b bytes.Buffer
gz := gzip.NewWriter(&b)
_, err := gz.Write(in)
if err != nil {
panic(err)
}
err = gz.Flush()
if err != nil {
panic(err)
}
err = gz.Close()
if err != nil {
panic(err)
}
return b.Bytes()
}
func signalUnzip(in []byte) []byte {
var b bytes.Buffer
_, err := b.Write(in)
if err != nil {
panic(err)
}
r, err := gzip.NewReader(&b)
if err != nil {
panic(err)
}
res, err := io.ReadAll(r)
if err != nil {
panic(err)
}
return res
}
```
Ahora vamos a importar Pion
```go
import (
...
"github.com/pion/webrtc/v3"
)
```
Y ahora haremos la inicialización
```go
// slice de ICECandidates
candidates := []webrtc.ICECandidateInit{}
// Config struct con los servidores STUN
config := webrtc.Configuration{
ICEServers: []webrtc.ICEServer{
{
URLs: []string{"stun:stun.l.google.com:19305", "stun:stun.l.google.com:19302"},
},
},
}
// Creación de la conexión
peerConnection, err := webrtc.NewAPI().NewPeerConnection(config)
if err != nil {
panic(err)
}
// Manejo del cerrado de conexión
defer func() {
if err := peerConnection.Close(); err != nil {
fmt.Printf("cannot close peerConnection: %v\n", err)
}
}()
// Registrar los Datachannels y especificar su funcionamiento
peerConnection.OnDataChannel(func(d *webrtc.DataChannel) {
if d.Label() == "numbers" {
d.OnOpen(func() {
// Mandar número 5 por el Datachannel "numbers"
err := d.SendText("5")
if err != nil {
panic(err)
}
})
return
}
if d.Label() == "other" {
gamepadChannel.OnMessage(func(msg webrtc.DataChannelMessage) {
// Listening for channel called "other"
fmt.Println(msg.Data)
})
}
})
// Escuchar por los ICEcandidates
peerConnection.OnICECandidate(func(c *webrtc.ICECandidate) {
// When no more candidate available
if c == nil {
answerResponse <-signalEncode(*peerConnection.LocalDescription()) + ";" + signalEncode(candidates)
return
}
candidates = append(candidates, (*c).ToJSON())
})
// Esto notificará cuando un extremo se ha conectado/desconectado
peerConnection.OnConnectionStateChange(func(s webrtc.PeerConnectionState) {
fmt.Printf("Peer Connection State has changed: %s\n", s.String())
if s == webrtc.PeerConnectionStateFailed {
peerConnection.Close()
}
})
// Separamos la oferta y los candidatos codificados
offerEncodedWithCandidatesSplited := strings.Split(offerEncodedWithCandidates, ";")
offer := webrtc.SessionDescription{}
signalDecode(offerEncodedWithCandidatesSplited[0], &offer)
var receivedCandidates []webrtc.ICECandidateInit
signalDecode(offerEncodedWithCandidatesSplited[1], &receivedCandidates)
// Then we set our remote description
if err := peerConnection.SetRemoteDescription(offer); err != nil {
panic(err)
}
// After setting the remote description we add the candidates
for _, candidate := range receivedCandidates {
if err := peerConnection.AddICECandidate(candidate); err != nil {
panic(err)
}
}
// Crea una respuesta para mandarla al otro extremo
answer, err := peerConnection.CreateAnswer(nil)
if err != nil {
panic(err)
}
// Guarda la descripción local, y empieza a escuchar las conexiones UDP
err = peerConnection.SetLocalDescription(answer)
if err != nil {
panic(err)
}
// Bucle infinito para bloquear el hilo
for {}
```
Con este código puedes empezar a implementar tu propio servicio WebRTC. Hay que tener en cuenta que si usar la función opcional que codifica y comprime las "señales" debes implementarlo también en el otro extremo, en el caso que el otro extremo sea JS (ya sea navegador, Node , Deno, ...) deberás usar librerías de terceros. En mi caso he hecho un port simple de Go a WASM para usar desde cualquier plataforma que soporte WebAssembly, puedes encontrarlo [aquí](https://gist.github.com/PiterWeb/47e77e9011fab02af5c8778569c7686b). Solo necesitas compilarlo usando el compilador de Go o con TinyGo o simplemente usar el [WASM del repositorio de Remote Controller]((https://github.com/PiterWeb/RemoteController/blob/main/frontend/static/wasm/signal.wasm)
)
Fuentes de información:
- https://web.dev/articles/webrtc-basics
- https://developer.mozilla.org/en-US/docs/Web/API/WebRTC_API
- https://github.com/pion/webrtc/tree/master/examples
Esta es una tradución de un artículo existente, el artículo original es el siguiente,
[Golang WebRTC. How to use Pion 🌐Remote Controller](https://dev.to/piterweb/golang-webrtc-how-to-use-pion-remote-controller-1j00) | piterweb |
1,922,985 | Easily Use Selenium with AWS Lambda | In this tutorial, I will guide you through the process of running Selenium with ChromeDriver... | 0 | 2024-07-14T08:52:25 | https://dev.to/shilleh/easily-use-selenium-with-aws-lambda-lml | aws, python, pip, programming | {% embed https://www.youtube.com/watch?v=8XBkm9DD6Ic %}
In this tutorial, I will guide you through the process of running Selenium with ChromeDriver inside an AWS Lambda function. This setup is useful for automating web scraping tasks, testing web applications, or performing any browser automation tasks on the cloud. By containerizing our application and deploying it to AWS Lambda, we ensure a scalable and serverless architecture. Let’s dive into the details.
## What We’re Doing
We will create a Docker container that includes all the necessary dependencies for running Selenium and ChromeDriver. This container will be deployed as an AWS Lambda function. The Lambda function will perform a simple task: searching for “OpenAI” on Google and returning the titles of the search results.
## Prerequisites
Before we start, make sure you have:
- An AWS account
- A GitHub account
- Docker Desktop installed
- AWS CLI configured
**Before we delve into the topic, we invite you to support our ongoing efforts and explore our various platforms dedicated to enhancing your IoT projects:**
- **Subscribe to our YouTube Channel:** Stay updated with our latest tutorials and project insights by subscribing to our channel at YouTube — Shilleh.
- **Support Us:** Your support is invaluable. Consider buying me a coffee at Buy Me A Coffee to help us continue creating quality content.
- Hire Expert IoT Services: For personalized assistance with your IoT projects, hire me on UpWork.
- **ShillehTek Website (Exclusive Discounts):**
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**ShillehTek Amazon Store:**
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[ShillehTek Amazon Store — Japan](https://www.amazon.co.jp/stores/page/C388A744-C8DF-4693-B864-B216DEEEB9E3?channel=japan)
## The Project Files
`1. main.py`
This Python script is the Lambda function that uses Selenium to perform browser automation.
```
import os
import time
from selenium import webdriver
from selenium.webdriver.common.by import By
from selenium.webdriver.common.keys import Keys
from selenium.webdriver.chrome.service import Service
from selenium.webdriver.chrome.options import Options as ChromeOptions
from tempfile import mkdtemp
def lambda_handler(event, context):
chrome_options = ChromeOptions()
chrome_options.add_argument("--headless=new")
chrome_options.add_argument("--no-sandbox")
chrome_options.add_argument("--disable-dev-shm-usage")
chrome_options.add_argument("--disable-gpu")
chrome_options.add_argument("--disable-dev-tools")
chrome_options.add_argument("--no-zygote")
chrome_options.add_argument("--single-process")
chrome_options.add_argument(f"--user-data-dir={mkdtemp()}")
chrome_options.add_argument(f"--data-path={mkdtemp()}")
chrome_options.add_argument(f"--disk-cache-dir={mkdtemp()}")
chrome_options.add_argument("--remote-debugging-pipe")
chrome_options.add_argument("--verbose")
chrome_options.add_argument("--log-path=/tmp")
chrome_options.binary_location = "/opt/chrome/chrome-linux64/chrome"
service = Service(
executable_path="/opt/chrome-driver/chromedriver-linux64/chromedriver",
service_log_path="/tmp/chromedriver.log"
)
driver = webdriver.Chrome(
service=service,
options=chrome_options
)
# Open a webpage
driver.get('https://www.google.com')
# Find the search box
search_box = driver.find_element(By.NAME, 'q')
# Enter a search query
search_box.send_keys('OpenAI')
# Submit the search query
search_box.send_keys(Keys.RETURN)
# Wait for the results to load
time.sleep(2)
# Get the results
results = driver.find_elements(By.CSS_SELECTOR, 'div.g')
# Print the titles of the results
titles = [result.find_element(By.TAG_NAME, 'h3').text for result in results]
# Close the WebDriver
driver.quit()
return {
'statusCode': 200,
'body': titles
}
```
**Explanation:**
- chrome_options: Configures Chrome to run headlessly and optimizes it for a containerized environment.
- driver.get: Navigates to Google.
- search_box: Finds the search input, enters “OpenAI”, and submits the form.
- results: Extracts and prints the titles of the search results.
## 2. Dockerfile
**This Dockerfile creates an image with all the dependencies required to run Selenium with ChromeDriver.**
```
FROM amazon/aws-lambda-python:3.12
# Install chrome dependencies
RUN dnf install -y atk cups-libs gtk3 libXcomposite alsa-lib \
libXcursor libXdamage libXext libXi libXrandr libXScrnSaver \
libXtst pango at-spi2-atk libXt xorg-x11-server-Xvfb \
xorg-x11-xauth dbus-glib dbus-glib-devel nss mesa-libgbm jq unzip
# Copy and run the chrome installer script
COPY ./chrome-installer.sh ./chrome-installer.sh
RUN chmod +x ./chrome-installer.sh
RUN ./chrome-installer.sh
RUN rm ./chrome-installer.sh
# Install selenium
RUN pip install selenium
# Copy the main application code
COPY main.py ./
# Command to run the Lambda function
CMD [ "main.lambda_handler" ]
```
**Explanation:**
- FROM amazon/aws-lambda-python:3.12: Uses AWS Lambda base image for Python 3.12.
- RUN dnf install -y: Installs the necessary dependencies for running Chrome.
- COPY ./chrome-installer.sh: Copies the Chrome installer script into the image.
- RUN ./chrome-installer.sh: Executes the script to install Chrome and ChromeDriver.
- RUN pip install selenium: Installs the Selenium Python package.
- COPY main.py: Copies the main.py script into the image.
- CMD [ “main.lambda_handler” ]: Specifies the command to run the Lambda function.
## 3. chrome-installer.sh
This script installs the latest versions of Chrome and ChromeDriver.
```
#!/bin/bash
set -e
latest_stable_json="https://googlechromelabs.github.io/chrome-for-testing/last-known-good-versions-with-downloads.json"
# Retrieve the JSON data using curl
json_data=$(curl -s "$latest_stable_json")
latest_chrome_linux_download_url="$(echo "$json_data" | jq -r ".channels.Stable.downloads.chrome[0].url")"
latest_chrome_driver_linux_download_url="$(echo "$json_data" | jq -r ".channels.Stable.downloads.chromedriver[0].url")"
download_path_chrome_linux="/opt/chrome-headless-shell-linux.zip"
download_path_chrome_driver_linux="/opt/chrome-driver-linux.zip"
mkdir -p "/opt/chrome"
curl -Lo $download_path_chrome_linux $latest_chrome_linux_download_url
unzip -q $download_path_chrome_linux -d "/opt/chrome"
rm -rf $download_path_chrome_linux
mkdir -p "/opt/chrome-driver"
curl -Lo $download_path_chrome_driver_linux $latest_chrome_driver_linux_download_url
unzip -q $download_path_chrome_driver_linux -d "/opt/chrome-driver"
rm -rf $download_path_chrome_driver_linux
```
**Explanation:
**
- curl -s: Fetches the latest stable versions of Chrome and ChromeDriver.
- mkdir -p: Creates directories to store the downloaded files.
- unzip -q: Extracts the downloaded files to the specified directories.
**Building, Tagging, and Pushing the Docker Image**
Build the Docker Image:
- docker build -t selenium-chrome-driver .
Tag the Docker Image:
- docker tag selenium-chrome-driver <your amazon account id>.dkr.ecr.us-east-1.amazonaws.com/docker-images:v1.0.0
**Push the Docker Image to AWS ECR:**
- aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <your amazon account id>.dkr.ecr.us-east-1.amazonaws.com/docker-images
- docker push <your amazon account id>.dkr.ecr.us-east-1.amazonaws.com/docker-images:v1.0.0
Explanation:
- docker build: Builds the Docker image from the Dockerfile.
- docker tag: Tags the image with a specific version.
- docker push: Pushes the image to the specified AWS ECR repository.
- Deploying the Lambda Function
After pushing the image to AWS ECR, you can deploy it using AWS Lambda. Ensure you are logged into AWS and have the necessary permissions.

Increase the configuration resources in the container so it does not time out or run out of memory.
After running a test event we see a successful output! It worked :)

## Conclusion
In this article, we walked through the process of setting up Selenium with ChromeDriver in an AWS Lambda function using Docker. This approach allows you to leverage the power of Selenium for browser automation in a serverless environment, ensuring scalability and efficiency. By containerizing the application, you can manage dependencies more effectively and deploy seamlessly to AWS Lambda.
Feel free to experiment and expand this setup for your own browser automation needs. Goodluck, and do not forget to subscribe or support! | shilleh |
1,922,986 | Queen Problem Solution and Analysis—Part 1 | This post describes my fun project to solve the Queen problem in multiple languages and compare their... | 0 | 2024-07-14T09:00:23 | https://dev.to/dragondive/queen-problem-solution-and-analysis-part-1-3nh1 | cpp, crosslanguagecomparison, python, rust |
---
layout: post
title: "Queen Problem Solution and Analysis—Part 1"
comments: true
share: true
published: true
tags:
- cpp
- CrossLanguageComparison
- python
- rust
---
This post describes my fun project to solve the [Queen problem](https://en.wikipedia.org/wiki/Eight_queens_puzzle) in multiple languages and compare their execution runtimes.
[Let me first show you](https://tvtropes.org/pmwiki/pmwiki.php/Main/InMediasRes) the live results plot ...
<figure style="width: 80%; display:block; margin-left: auto; margin-right: auto;">
<img
src="https://github.com/dragondive/queen/blob/artifacts/artifacts/queen_log_scale_plot.svg?raw=true"
alt="Live results plot (log scale)" />
<figcaption style="text-align: center;">Live results plot (log scale)</figcaption>
</figure>
... and then take you through the journey.
**Content Waypoints**
<!-- TOC start (generated with https://github.com/derlin/bitdowntoc) -->
- [Motivation and Flashback](#motivation-and-flashback)
- [Solution Explanation](#solution-explanation)
* [Chess Gyan](#chess-gyan)
* [Calculation of the diagonal attacks](#calculation-of-the-diagonal-attacks)
* [Prototype Algorithm](#prototype-algorithm)
- [Project Plan](#project-plan)
* [Storing the result artifacts](#storing-the-result-artifacts)
- [Solution Structure](#solution-structure)
- [Live Results](#live-results)
* [Results interpretation](#results-interpretation)
- [What's coming up next?](#whats-coming-up-next)
<!-- TOC end -->
<a name="motivation-and-flashback"></a>
## Motivation and Flashback
I have not (yet?) formally studied Computer Science. Rather, I gained my knowledge, skills, and experience through self-learning during my professional career. I discovered the [Queen problem](https://en.wikipedia.org/wiki/Eight_queens_puzzle) about 15 years ago. For several years, I struggled to grasp the backtracking that the solutions mentioned, and particularly, how it was different from brute force.
Then one fateful day in 2018, I found Abdul Bari's YouTube video. His clear explanation helped me easily understand the backtracking. *[I binge-watched his other videos later and realized—like many others before and after me—that he is an amazing teacher!]*
{% embed https://youtu.be/xFv_Hl4B83A?si=xy6f1Qk4_XL1wehy %}
To verify my understanding, I quickly [prototyped a solution](https://ideone.com/YU11ym) in C++ on ideone. *[Interestingly, when I accidentally resubmitted the solution recently, it failed to compile due to the `constexpr` in the template parameter.]*
I did nothing more on it until mid-2024. During this time, I gained more experience with Python. I self-learned CI/CD pipelines, both Github Actions and Gitlab CI. A few weeks ago, I started learning Rust. Putting together all these skills seemed like a fun project. Thus, I revisited the Queen problem.
<a name="solution-explanation"></a>
## Solution Explanation
I decided to continue with my prototype solution and deal with improving it later.
My prototype solution is based on the following main ideas: *[Of course, nothing groundbreaking—thousands of others have solved it before me.]*
1. **Pigeonhole Principle**: Since each Queen occupies an entire row and column, we cannot place more than one Queen on a row or a column. Conversely, a solution to the N-Queen problem (placing N Queens on an NxN chessboard) cannot have any empty row or column. *[As embarassing at it sounds in hindsight, this was a key factor I had failed to realize before, due to which I couldn't differentiate backtracking from brute force.]*
2. **Calculating the Queen's attack along the diagonals**: Similarly, we cannot place more than one Queen on any diagonal. Calculating the Queen's attack along diagonals is a little more complicated, though. I'll explain my approach to this later, but first, it is time for some chess ज्ञान (gyan). :laughing:
<a name="chess-gyan"></a>
### Chess Gyan
* The horizontal rows on a chessboard are called **ranks** (labelled `1` through `8`, bottom to top), while the vertical columns are called **files** (labelled `a` through `h`, left to right). Nonetheless, in this blog post, I'll call them rows and columns, numbered `0` through `7` top to bottom and left to right respectively.
* The Queen is the most powerful piece in chess, which controls between 22 and 28 squares on an 8x8 chessboard. That's a control of 34.38% to 43.75% squares. This makes the Queen problem all the more fascinating. Not only can we place 8 Queens on an 8x8 chessboard without an overlap of their controlled squares, but we can do so in 92 different positions!
<figure style="width: 60%; display:block; margin-left: auto; margin-right: auto;">
<img src="https://dragondive.github.io/assets/images/queen22.png?raw=true" alt="Queen controls 22 squares from a corner square." />
<figcaption style="text-align: center;">Queen controls 22 squares from a corner square.</figcaption>
</figure>
<figure style="width: 80%; display:block; margin-left: auto; margin-right: auto;">
<img src="https://dragondive.github.io/assets/images/queen28.png?raw=true" alt="Queen controls 28 squares from a central square." />
<figcaption style="text-align: center;">Queen controls 28 squares from a central square.</figcaption>
</figure>
<a name="calculation-of-the-diagonal-attacks"></a>
### Calculation of the diagonal attacks
When making my prototype, I referred some previous solutions. Many of them used the Queen's row and column position to check if it would occupy the same diagonal as any of the previously placed Queens. I took a different approach, which is equivalent but felt easier to understand and implement.
I numbered each diagonal, in both directions, so I could maintain an array of flags to represent if a diagonal was already occupied. This is possible because the combination of row and column number satisfy an invariant along each diagonal:
* **Right diagonals**: The sum of the row and column numbers is the same for all squares on a diagonal going up towards the right. This sum can be used to number the diagonals.
<figure style="width: 60%; display:block; margin-left: auto; margin-right: auto;">
<img src="https://dragondive.github.io/assets/images/diagonal_right.png?raw=true" alt="Numbering the right diagonals." />
<figcaption style="text-align: center;">Numbering the right diagonals.</figcaption>
</figure>
* **Left diagonals**: The difference between the row and column numbers is the same for all squares on a diagonal going up towards the left. This difference can be used to number the diagonals.
<figure style="width: 60%; display:block; margin-left: auto; margin-right: auto;">
<img src="https://raw.githubusercontent.com/dragondive/dragondive.github.io/gh-pages/docs/assets/images/diagonal_left.png" alt="Numbering the left diagonals." />
<figcaption style="text-align: center;">Numbering the left diagonals.</figcaption>
</figure>
<a name="prototype-algorithm"></a>
### Prototype Algorithm
* Let each Queen move only along one column. The column number also serves as the Queen's identity. Due to the Pigeonhole Principle mentioned earlier, there is a 1:1 mapping between a Queen and a column. *[Equivalently, a Queen could move only along a row, but personally, I found the column mapping more intuitive.]*
<figure style="width: 60%; display:block; margin-left: auto; margin-right: auto;">
<img src="https://dragondive.github.io/assets/images/queen_column_move.png?raw=true" alt="Let each Queen can move only along one column." />
<figcaption style="text-align: center;">Let each Queen can move only along one column.</figcaption>
</figure>
* Pseudo-code of the prototype algorithm:
```
let ROW = 0
for COLUMN from 0 to N - 1 (both inclusive):
{
if ROW, COLUMN, and both diagonals are not occupied:
{
(1) place Queen in column number 'COLUMN'
[For the row number 'ROW', note occupied column number as 'COLUMN']
(2) mark ROW, COLUMN, and both diagonals as occupied
if ROW < N: // there are still unoccupied rows
{
let ROW = ROW + 1
attempt to place a Queen in (ROW + 1) using the approach in (1) and (2)
}
else:
{
// We checked the occupancy status along rows, columns and diagonals
// before placing a Queen. If we have reached here, we must have placed
// N queens successfully without conflict. We found a solution!
print solution // occupied column number in each row denotes the solution
}
// When we reach here, we have either found a solution or failed to place a
// Queen in one of the rows without conflict. In either case, we move on to
// search for the next solution with a clean slate.
mark ROW, COLUMN, and both diagonals as unoccupied
}
}
```
* Implementation Details
* This algorithm naturally leans towards a recursion-based implementation.
* As only one column can be occupied in any row, a one-dimensional array is adequate to note the positions of the Queens. This array also tracks the row occupancy status.
* One-dimensional arrays can denote occupancy of columns and diagonals.
* The left diagonals are numbered from `-(N-1)` to `+(N+1)`, but arrays in most programming languages support only non-negative indexes. Hence, an offset should be added to bring the left diagonal numbers within the non-negative range.
* The prototype does not store the solutions. Instead, it immediately prints solutions as they are found.
<a name="project-plan"></a>
## Project Plan
To expand my prototype into a project, I structured the following project plan:
1. **Step 1**: Move my 2018 prototype to my Github repository as-is. Rework the solution to accept `N` as a command-line input instead of the template parameter. Fix some bugs and write better code documentation.
2. **Step 2**: Translate the solution into Python and Rust. To level the playing field, if you will, use the same algorithm in both of those languages.
3. **Step 3**: Develop scripts to run the solutions and plot the execution times, for both pipeline build and local developer builds.
4. **Step 4**: Share the first version of the solutions and performance results publicly, for example, in this blog post! :satisfied:
5. **Step 5**: *To be revealed in Part 2!*
<a name="storing-the-result-artifacts"></a>
### Storing the result artifacts
To have even more fun, I initially considered connecting an external artifact repository to store the result artifacts. Unfortunately, the service I had in mind (the one with the small jumping animal) was too pricey for a hobby project. Hence, I opted to use Github itself as the artifact repository for now, and explore alternatives later.
Execution times would be stored in CSV format, and used to plot graphs in SVG format. By sticking to these text-based formats, I avoid the shenanigans of LFS (Large File Storage)—though BFS (Binary File Storage) would be a more accurate name!
<a name="solution-structure"></a>
## Solution Structure
You can find the project on my Github repository: [dragondive/queen](https://github.com/dragondive/queen) *[Code reviews and other contributions are welcome!]*
* Solutions are developed on the [`develop/queen`](https://github.com/dragondive/queen/tree/develop/queen) branch, with a separate directory for each language.
* My unoptimized prototype in C++, the project's lead language, is [here](https://github.com/dragondive/queen/blob/v0.1/c%2B%2B/queen.cc).
* Github Actions workflows are currently developed directly on the main branch.
* The workflow that measures solution execution times and updates the plots is [here](https://github.com/dragondive/queen/blob/main/.github/workflows/queen.yml).
* Solution artifacts are stored on the [`artifacts` branch](https://github.com/dragondive/queen/tree/artifacts) in the [`artifacts` directory](https://github.com/dragondive/queen/tree/artifacts/artifacts).
* [Conventional commits](https://gist.github.com/qoomon/5dfcdf8eec66a051ecd85625518cfd13), squashed commits and controlled force pushing maintain a clean commit history *[With controlled force pushing and interactive rebase, [I changed the `README.md` in the initial commit to `README.rst` and performed several other commit history cleanups retroactively.](https://tvtropes.org/pmwiki/pmwiki.php/Main/HardModePerks)]*
* Tagging the solution versions and running the pipeline jobs is done manually for now.
<a name="live-results"></a>
## Live Results
Execution times for each solution language and version are plotted against `N`, considering average values. Each successful pipeline build updates the plot, making them live plots.
The log scale plot provides a more insightful visualization than the linear scale plot. Nonetheless, the pipeline build updates both the plots:
<figure style="width: 80%; display:block; margin-left: auto; margin-right: auto;">
<img
src="https://github.com/dragondive/queen/blob/artifacts/artifacts/queen_log_scale_plot.svg?raw=true"
alt="Live results plot (log scale)" />
<figcaption style="text-align: center;">Live results plot (log scale)</figcaption>
</figure>
<figure style="width: 80%; display:block; margin-left: auto; margin-right: auto;">
<img
src="https://github.com/dragondive/queen/blob/artifacts/artifacts/queen_linear_scale_plot.svg?raw=true"
alt="Live results plot (linear scale)" />
<figcaption style="text-align: center;">Live results plot (linear scale)</figcaption>
</figure>
<a name="results-interpretation"></a>
### Results interpretation
The most obvious observation is that the C++ solution is the fastest, with Rust close behind, and Python being significantly slower. However, execution time alone should not dictate the choice of language for a particular problem. In my opinion, rules like "never do this" and "always do that" are never helpful and always ignorable.
This topic has sparked much discussion, controversy and misinformation in both developer and sustainability communities. The debate intensified around 2021 when the 2017 research paper [Energy Efficiency across Programming Languages](https://greenlab.di.uminho.pt/wp-content/uploads/2017/09/paperSLE.pdf) reentered prominence. That debate was also a motivator for me to revive this fun project, as both software development and sustainability are of great interest to me. *[It took me a few years though to get around to it.]* See also Yelle Lieder's blog post on the topic: [Sustainability of programming languages: Java rather than TypeScript?](https://www.adesso.de/en/news/blog/sustainability-of-programming-languages-java-rather-than-typescript-2.jsp)
Personally, I enjoy using both C++ and Python, among other languages. My choice of language for a particular problem is made on a case-by-case basis, and depends on several factors:
* **Learning time**: How long it takes me (and my team) to learn the language, or in some cases, its specific "advanced" features.
* **Development time**: The time required to write the code. In some cases, it's no good if your program runs 100 ms faster but takes three more months to develop.
* **Build time**: The time it takes to build and deploy the application.
* **Debug time**: As with everything else in the world, software goes wrong, sooner or later. The amount of time (and occasionally, frustration) it takes to fix problems also matters.
* **Documentation, testability and team composition**: Most non-trivial software is developed by a team of developers. The ease of understanding and reliably modifying others' codes, especially in teams distributed across distant timezones, impacts code quality and value of the application.
* **Availability of useful libraries and active community**: These reduce development and maintenance efforts.
* **Availability of enthusiastic developers**: Ease of finding developers, especially at work, interested in using the language significantly impacts planning. I have encountered scenarios where developers refused job offers or even interview invitations because [they didn't want to work with a specific framework being used](https://devdriven.by/resume/) *[which was understandable as the framework was company-proprietary and completely different from the industry standards]*.
* **The frequency of use of the application**: An application used several times per day benefits from high efficiency. One that is used only a few times per year, perhaps not so much.
Comparing languages solely by execution time without considering the full context is too simplistic. In particular, [a "faster" language is not necessarily "greener"](https://www.efinancialcareers.com/news/2023/06/which-programming-language-uses-the-most-energy). As developers, we should make data-driven decisions objectively, based on many diverse but relevant factors, without being biased towards our favourite language or the ["flavour of the month"](https://devdriven.by/hn/) language.
<a name="whats-coming-up-next"></a>
## What's coming up next?
I will optimize and partially rework my prototype. Specifically, I'll replace the recursion with iteration and use a more efficient approach for reporting results instead of the repeated I/O access. I will share my findings in the Part 3 of this blog post.
Hang on! What about Part 2? I'll be solving the Queen problem using a *fourth* language—one that is different, more interesting and more fun than these three. Can you guess which language that will be? Let me know in the comments!
---
**Tools Used**
* [Lichess board editor](https://lichess.org/editor/1q6/6q1/4q3/7q/q7/3q4/5q2/2q5_b_HAha_-_0_1?color=white) for the chessboard annotations.
* Screenpresso image editor for the numbered circles. The tool doesn't support negative numbers, so I manually edited in the minus sign. *[Disclaimer: Not a paid promotion—though I am open to the idea if Screenpresso so wishes. :wink:]*
| dragondive |
1,922,987 | Unlocking the Power of Modern CSS Color Functions: History, Uses, and Practical Applications | CSS color functions provide developers with a robust toolkit for defining and manipulating colors in... | 0 | 2024-07-14T08:59:33 | https://dev.to/mdhassanpatwary/unlocking-the-power-of-modern-css-color-functions-history-uses-and-practical-applications-3j2a | webdev, productivity, css, learning | CSS color functions provide developers with a robust toolkit for defining and manipulating colors in web design. These functions offer flexibility and precision, allowing you to create dynamic and visually appealing designs. This article will delve into the history of CSS color functions, the issues they aim to solve, and how to utilize them effectively.
### A Brief History of CSS Color Functions
Initially, CSS provided a limited set of methods for defining colors, such as named colors and hexadecimal notation. While these methods were simple and effective, they lacked the flexibility and precision required for more sophisticated design needs. As web design evolved, so did the need for more advanced color manipulation techniques.
The introduction of the `rgb()` and `hsl()` functions marked the beginning of more versatile color definitions in CSS. These functions allowed for greater control over color properties, making it easier to create dynamic and responsive designs. However, the growing complexity of web design continued to push the boundaries, leading to the development of even more advanced color functions like `lab()`, `lch()`, and `oklch()`.
### What Issues Do Modern CSS Color Functions Solve?
1. **Perceptual Uniformity**: Traditional color models like RGB and HSL do not account for human perception of color differences. Modern functions like `lab()`, `lch()`, and `oklch()` are designed to be perceptually uniform, meaning changes in color values correspond more closely to how we perceive those changes.
2. **Dynamic Color Adjustments**: Functions such as `color-mix()` and `color-contrast()` provide tools for dynamically adjusting colors based on their surroundings, ensuring better readability and visual harmony.
3. **Consistency and Predictability**: Modern functions offer more consistent and predictable results when mixing and matching colors, which is crucial for creating cohesive designs.
4. **Accessibility**: Improved color functions help in creating accessible designs by making it easier to ensure sufficient contrast and distinguishability of colors.
### CSS Color Functions Overview
#### 1. Named Colors
CSS supports a variety of predefined named colors such as "red", "green", "blue", etc.
```css
.element {
background-color: red;
}
```
#### 2. Hexadecimal Notation
Hexadecimal notation for RGB colors.
```css
.element {
background-color: #ff6347; /* Tomato */
}
```
#### 3. `rgb()` and `rgba()`
Defines colors using the Red-Green-Blue color model.
```css
.element {
background-color: rgb(255, 99, 71); /* Tomato */
background-color: rgba(255, 99, 71, 0.5); /* 50% transparent Tomato */
}
```
#### 4. `hsl()` and `hsla()`
Uses the Hue-Saturation-Lightness model.
```css
.element {
background-color: hsl(9, 100%, 64%); /* Tomato */
background-color: hsla(9, 100%, 64%, 0.5); /* 50% transparent Tomato */
}
```
#### 5. `currentColor`
Uses the current value of the `color` property.
```css
.element {
color: #ff6347;
border: 2px solid currentColor; /* Border color matches text color */
}
```
#### 6. `rebeccapurple`
A named color introduced in honor of Rebecca Alison Meyer.
```css
.element {
background-color: rebeccapurple; /* #663399 */
}
```
#### 7. `device-cmyk()`
Defines a color using the Cyan-Magenta-Yellow-Black color model. Note that browser support for this function is limited.
```css
/* Not widely supported in browsers */
.element {
color: device-cmyk(0.1, 0.2, 0.3, 0.4);
}
```
#### 8. `color()`
Allows using colors from different color spaces.
```css
.element {
background-color: color(display-p3 1 0.5 0); /* Display P3 color space */
}
```
#### 9. `color-mix()`
Blends two colors together.
```css
.element {
background-color: color-mix(in srgb, blue 30%, yellow 70%);
}
```
#### 10. `lab()`
Uses the CIE LAB color model for perceptual uniformity.
```css
.element {
background-color: lab(60% 40 30); /* Lightness, a*, b* */
}
```
#### 11. `lch()`
A cylindrical representation of the CIE LAB color model.
```css
.element {
background-color: lch(70% 50 200); /* Lightness, Chroma, Hue */
}
```
#### 12. `hwb()`
Focuses on the amount of white and black added to the color.
```css
.element {
background-color: hwb(260 30% 40%); /* Hue, Whiteness, Blackness */
}
```
#### 13. `gray()`
Creates shades of gray using a percentage.
```css
.element {
background-color: gray(50%); /* Medium gray */
}
```
#### 14. `color-contrast()`
Selects a color that provides sufficient contrast against a background.
```css
.element {
background-color: color-contrast(white vs black, blue, red);
}
```
#### 15. `oklch()`
Uses Oklab Luminance, Chroma, and Hue for perceptual uniformity.
```css
.element {
background-color: oklch(80% 0.5 200); /* Luminance, Chroma, Hue */
}
```
### Practical Applications
1. **Hover Effects**: Use `rgba()` or `hsla()` to create subtle hover effects with transparency.
```css
.button {
background-color: rgb(0, 123, 255);
}
.button:hover {
background-color: rgba(0, 123, 255, 0.8);
}
```
<br>
2. **Theming**: Utilize `currentColor` for creating theme-aware components.
```css
.theme-dark {
color: #ffffff;
}
.theme-light {
color: #000000;
}
.themed-element {
border: 1px solid currentColor;
}
```
<br>
3. **Dynamic Colors**: Leverage `hsl()` for dynamic color adjustments, such as changing lightness or saturation.
```css
.lighten {
background-color: hsl(220, 90%, 70%);
}
.darken {
background-color: hsl(220, 90%, 30%);
}
```
<br>
4. **Consistent Color Mixing**: Use `oklch()` for mixing colors in a way that appears more natural and consistent.
```css
.box {
background-color: oklch(75% 0.3 90); /* Soft, bright color */
}
.highlight {
background-color: oklch(75% 0.3 120); /* Slightly different hue */
}
```
<br>
5. **Color Harmonies**: Create harmonious color schemes by adjusting hue while keeping luminance and chroma constant.
```css
.primary {
background-color: oklch(70% 0.4 30);
}
.secondary {
background-color: oklch(70% 0.4 60);
}
.accent {
background-color: oklch(70% 0.4 90);
}
```
<br>
6. **Accessible Colors**: Use `oklch()` to create colors that are perceptually distinct, improving readability and accessibility.
```css
.text {
color: oklch(20% 0.1 30); /* Dark color for text */
}
.background {
background-color: oklch(90% 0.1 30); /* Light background color */
}
```
<br>
### Conclusion
Modern CSS color functions extend the capabilities of web design, offering a higher level of precision and flexibility. By incorporating functions like `lab()`, `lch()`, `hwb()`, `gray()`, `color-contrast()`, and `oklch()`, you can achieve more sophisticated and accessible color manipulations. Stay updated with the latest developments in CSS to continue leveraging the full potential of these powerful tools in your web design projects. | mdhassanpatwary |
1,922,988 | Building JWT Auth Chaining with FastAPI and Python | In this article, we'll explore how to implement JWT (JSON Web Token) authentication in a FastAPI... | 0 | 2024-07-14T09:09:24 | https://dev.to/rishisharma/building-jwt-auth-chaining-with-fastapi-and-python-11hn | python, fastapi, jwt, security | In this article, we'll explore how to implement JWT (JSON Web Token) authentication in a FastAPI application. We'll cover everything from setting up the project to securing endpoints with JWT. By the end, you'll have a fully functional authentication system with chained JWT verification.
- JSON Web Token
- Setting Up FastAPI Project
- Creating User Models and Database
- Implementing JWT Authentication
- Securing Endpoints
- Testing the Authentication System

## JSON Web Token ( JWT )
JWT is a compact, URL-safe token format that is commonly used for securely transmitting information between parties. JWT tokens are often used for authentication and authorization purposes in web applications.
## Setting Up FastAPI Project
First, let's set up a new FastAPI project. Ensure you have Python installed and then create a virtual environment:
`python -m venv venv
source venv/bin/activate # On Windows, use `venv\Scripts\activate`
`
Next, install FastAPI and Uvicorn (an ASGI server):
`pip install fastapi uvicorn[standard] python-jose passlib[bcrypt] pydantic sqlalchemy
`
Create a new directory for your project and add the following files:
`my_fastapi_app/
│
├── main.py
├── models.py
├── database.py
├── schemas.py
└── auth.py
`
##Creating User Models and Database
Let's start by defining our database models and setting up the database connection. We'll use SQLAlchemy for ORM.
**database.py**
```
from sqlalchemy import create_engine
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy.orm import sessionmaker
SQLALCHEMY_DATABASE_URL = "sqlite:///./test.db"
engine = create_engine(SQLALCHEMY_DATABASE_URL, connect_args={"check_same_thread": False})
SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
Base = declarative_base()
def get_db():
db = SessionLocal()
try:
yield db
finally:
db.close()
```
**models.py**
```
from sqlalchemy import Column, Integer, String, Boolean
from .database import Base
class User(Base):
__tablename__ = "users"
id = Column(Integer, primary_key=True, index=True)
username = Column(String, unique=True, index=True)
email = Column(String, unique=True, index=True)
hashed_password = Column(String)
is_active = Column(Boolean, default=True)
```
**schemas.py**
```
from pydantic import BaseModel
from typing import Optional
class UserBase(BaseModel):
username: str
email: str
class UserCreate(UserBase):
password: str
class User(UserBase):
id: int
is_active: bool
class Config:
orm_mode = True
```
##Implementing JWT
We need to implement JWT token creation and verification. We'll use the python-jose library for handling JWTs.
**auth.py**
```
from fastapi import Depends, HTTPException, status
from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm
from jose import JWTError, jwt
from passlib.context import CryptContext
from sqlalchemy.orm import Session
from datetime import datetime, timedelta
from . import models, schemas, database
# Secret key to encode JWT tokens
SECRET_KEY = "your_secret_key"
ALGORITHM = "HS256"
ACCESS_TOKEN_EXPIRE_MINUTES = 30
pwd_context = CryptContext(schemes=["bcrypt"], deprecated="auto")
oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token")
def verify_password(plain_password, hashed_password):
return pwd_context.verify(plain_password, hashed_password)
def get_password_hash(password):
return pwd_context.hash(password)
def authenticate_user(db: Session, username: str, password: str):
user = db.query(models.User).filter(models.User.username == username).first()
if not user or not verify_password(password, user.hashed_password):
return False
return user
def create_access_token(data: dict, expires_delta: Optional[timedelta] = None):
to_encode = data.copy()
if expires_delta:
expire = datetime.utcnow() + expires_delta
else:
expire = datetime.utcnow() + timedelta(minutes=15)
to_encode.update({"exp": expire})
encoded_jwt = jwt.encode(to_encode, SECRET_KEY, algorithm=ALGORITHM)
return encoded_jwt
async def get_current_user(token: str = Depends(oauth2_scheme), db: Session = Depends(database.get_db)):
credentials_exception = HTTPException(
status_code=status.HTTP_401_UNAUTHORIZED,
detail="Could not validate credentials",
headers={"WWW-Authenticate": "Bearer"},
)
try:
payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM])
username: str = payload.get("sub")
if username is None:
raise credentials_exception
token_data = schemas.TokenData(username=username)
except JWTError:
raise credentials_exception
user = db.query(models.User).filter(models.User.username == token_data.username).first()
if user is None:
raise credentials_exception
return user
```
##Securing end points
Now, let's create our FastAPI application and secure endpoints with JWT authentication.
**main.py**
```
from fastapi import FastAPI, Depends, HTTPException, status
from sqlalchemy.orm import Session
from . import models, schemas, database, auth
app = FastAPI()
models.Base.metadata.create_all(bind=database.engine)
@app.post("/users/", response_model=schemas.User)
def create_user(user: schemas.UserCreate, db: Session = Depends(database.get_db)):
db_user = db.query(models.User).filter(models.User.email == user.email).first()
if db_user:
raise HTTPException(status_code=400, detail="Email already registered")
hashed_password = auth.get_password_hash(user.password)
db_user = models.User(username=user.username, email=user.email, hashed_password=hashed_password)
db.add(db_user)
db.commit()
db.refresh(db_user)
return db_user
@app.post("/token", response_model=schemas.Token)
def login_for_access_token(db: Session = Depends(database.get_db), form_data: OAuth2PasswordRequestForm = Depends()):
user = auth.authenticate_user(db, form_data.username, form_data.password)
if not user:
raise HTTPException(
status_code=status.HTTP_401_UNAUTHORIZED,
detail="Incorrect username or password",
headers={"WWW-Authenticate": "Bearer"},
)
access_token_expires = timedelta(minutes=auth.ACCESS_TOKEN_EXPIRE_MINUTES)
access_token = auth.create_access_token(
data={"sub": user.username}, expires_delta=access_token_expires
)
return {"access_token": access_token, "token_type": "bearer"}
@app.get("/users/me/", response_model=schemas.User)
async def read_users_me(current_user: schemas.User = Depends(auth.get_current_user)):
return current_user
```
##Testing the Authentication System
To test our authentication system, we need to run the FastAPI application and use an HTTP client like **curl** or **Postman** to interact with our endpoints.
Run the application:
`uvicorn main:app --reload
`
Now, let's test our endpoints using curl:
1. create a new user
`curl -X POST "http://127.0.0.1:8000/users/" -H "Content-Type: application/json" -d '{"username": "testuser", "email": "test@example.com", "password": "testpassword"}'
`
2. Obtain a JWT token:
`curl -X POST "http://127.0.0.1:8000/token" -d "username=testuser&password=testpassword"
`
3. Access a protected endpoint:
`curl -X GET "http://127.0.0.1:8000/users/me/" -H "Authorization: Bearer YOUR_ACCESS_TOKEN"
`
Replace YOUR_ACCESS_TOKEN with the token obtained in step 2.
##Conclusion
In this article, we've built a complete JWT authentication system using FastAPI and Python. We've covered the basics of JWT, set up a FastAPI project, created user models and a database, implemented JWT authentication, secured endpoints, and tested our system. This setup provides a robust foundation for any application requiring user authentication and authorization.

Feel free to expand upon this system by adding more features such as role-based access control, refresh tokens, and more advanced user management. Happy coding!
If you found this article helpful, please leave a comment or reach out with any questions.
| rishisharma |
1,922,989 | How to make Animation in Css? | Introduction Today I will tell you how to make animation. We will see all the necessary... | 0 | 2024-07-14T10:53:32 | https://dev.to/lakshita_kumawat/how-to-make-animation-in-css-1f97 | animation, css, tutorial | ## Introduction
Today I will tell you how to make animation. We will see all the necessary animation property in this post. You can get the code on my [github](https://github.com/Lakshita-Kumawat/Animation-Tutorial). So Let's Get Started!!
## Animation
Animation are the property use to enhance the look of the website. It give a nice user interference and also use to show people the goal of the website.
## A Basic Animation
## First Animation: Changing the color of a square
```
<div id="square">Square</div>
```
Here I make a square of blue color and then give it some styles. You can take any color!
```
#square{
position: relative;
width: 8rem;
height: 8rem;
background-color: rgb(14, 202, 202);
border-radius: 5px;
margin: 3rem 0 0 3rem;
text-align: center;
}
```
Now we will make a animation.
Step 1: Make animation `@keyframes`
To make a animation You need to set `@keyframes`. It hold what styles you want to give to your element at a certain time and then you need to give it a name. I my case I am changing the color of square. So, I give it a name `color`. Now, You can write `@keyframes` in two type like
```
@keyframes color{
from{
background-color: rgb(14, 202, 202);
}
to{
background-color: pink;
}
}
```
If you want to perform a animation which has two steps you can use `to` and `from`. Or you can do it by using percentage value like
```
@keyframes color{
0%{
background-color: rgb(14, 202, 202);
}
100%{
background-color: pink;
}
}
```
Percentage values are use when you have to do multiple task in the animation but you can use both! I usually use percentage value for an animation
Step 2: Set `animation` property on the square.
Now, we will animation property on the square. You need to know about the properties of animation for that. I will tell you those which are mostly use:
- `animation-name` - It is use to tell the browser which `@keyframes` you want to use. In my case, my `@keyframes` name is `color`.
- `animation-duration` - It is use to tell in how much time the animation should be finished.
- `animation-iteration-count` - It is use to tell how many time it should execute.
You can learn more about animation on [w3school](https://www.w3schools.com/css/css3_animations.asp) or on any another website. Now, we will use the animation property but we will write it in a single line like this:
```
animation: color 4s infinite;
```
There are 7 property in `animation` in Css. For using the `animation` property in single line, I first write `animation-name` that is `color`, then `animation-duration` which is 4s in my case and then set `animation-iteration-count` to `infinite`. If you want to use the animation only one time, you can set it to 1 . You can also set the values of animation property by your self.
Now, if you see your square, it will change its color again and again! Now, we will make the square it move while changing the color.
## Second Animation: Moving the square while changing the color!
For that I will use the same square and I will make an another `@keyframes` for that. We will use the same steps like before
Step 1: Make animation `@keyframes`
```
@keyframes move{
0%{
left:0px;
background-color: rgb(14, 202, 202);
}50%{
left: 300px;
background-color: pink;
}100%{
left:0px;
background-color: rgb(14, 202, 202);
}
}
```
Here, I make a `@keyframes` with the name `move` and I use three steps for this animation. First I set the `left` to 0px and a `background-color`. Then at 50% I set `left` to 300px and change the `background-color` and at last, I again set `left` to 0px, so that it will come on the first position.
Step 2: Set animation property on the square
```
animation: move 4s infinite;
```
Here, I set the `animation-name` to `move`, then `animation-duration` to 4s and `animation-iteration-count` to `infinite`. Again you can set the animation value according to your choice. And also don't forget to comment the first `animation` property or things can go wrong!
## Conclusion
As the post is already too long so we will continue it on another post. For now, it is enough for today. I hope you understand it. I try my best to tell all the things about animation. And also tell me in the comments on what topic I should write my next post. Thankyou for reading!
| lakshita_kumawat |
1,923,030 | Creating a Smooth Transitioning Dialog Component in React (Part 1/4) | Part 1: Setting Up the Basic Dialog Component with Minimise/Expand Functionality Welcome... | 0 | 2024-07-14T10:31:15 | https://dev.to/copet80/creating-a-smooth-transitioning-dialog-component-in-react-part-14-7nd | javascript, reactjsdevelopment, react, css | ## Part 1: Setting Up the Basic Dialog Component with Minimise/Expand Functionality
Welcome to the first part of my four-part series on creating a responsive dialog component in React. In this series, I'll explore different approaches to achieve smooth animation transitions while maintaining the dialog's fluid dimensions. In this initial part, I'll set up the basic dialog component with minimise and expand functionality.
Please note that accessibility and responsive design are not included as part of the considerations in this series. The primary focus is on creating a reusable dialog component with smooth animation transitions.
This series is part of a proof of concept I've been working on, aimed at discussing and refining techniques for animating UI components. I invite feedback and insights from fellow developers to validate my approach or suggest improvements.
####Setting Up the Basic Dialog Component
Let's start by creating a highly reusable dialog component that supports minimising and expanding. I'll use the compositional pattern to ensure the dialog can adapt to changing content.
**File Structure:**
```txt
src/
components/
FluidDialog/
Dialog.js
DialogContext.js
DialogHeader.js
DialogBody.js
DialogFooter.js
DialogContainer.js
index.js
App.js
index.js
```
###Step 1: Dialog Context
First, I'll create a context to manage the state of our dialog component.
**Key Points:**
- The `DialogContext` will hold the state and provide functions to toggle the dialog between minimised and expanded states.
- The `DialogProvider` component initialises the state and provides it to the dialog components via context.
```jsx
// src/components/FluidDialog/DialogContext.js
import { createContext, useContext, useId, useState } from 'react';
const DialogContext = createContext();
export function DialogProvider({
rootRef,
isExpandedByDefault,
children,
maxWidth,
}) {
const dialogId = useId();
const [isExpanded, setIsExpanded] = useState(isExpandedByDefault);
return (
<DialogContext.Provider
value={{ dialogId, rootRef, isExpanded, setIsExpanded, maxWidth }}
>
{children}
</DialogContext.Provider>
);
}
export function useDialog() {
return useContext(DialogContext);
}
```
###Step 2: Dialog Component
Next, I'll create the main dialog component that uses the context to handle expansion and minimisation.
**Key Points:**
- The `Dialog` component initialises the context provider with relevant props.
- The `DialogComponent` styled-component handles the basic styling and layout of the dialog.
```jsx
// src/components/FluidDialog/Dialog.js
import { useRef } from 'react';
import { styled } from 'styled-components';
import { DialogProvider } from './DialogContext';
export default function Dialog({
id,
isExpandedByDefault = true,
maxWidth = 400,
children,
}) {
const rootRef = useRef(null);
return (
<DialogProvider
dialogId={id}
rootRef={rootRef}
isExpandedByDefault={isExpandedByDefault}
>
<DialogComponent
role="dialog"
aria-labelledby={`${id}_label`}
aria-describedby={`${id}_desc`}
ref={rootRef}
maxWidth={maxWidth}
>
{children}
</DialogComponent>
</DialogProvider>
);
}
const DialogComponent = styled.section`
max-width: ${({ maxWidth }) => (maxWidth ? `${maxWidth}px` : undefined)};
position: absolute;
right: 16px;
bottom: 16px;
border: 1px solid #ccc;
border-radius: 6px;
box-shadow: 0 0 8px rgba(0, 0, 0, 0.35);
overflow: hidden;
`;
```
###Step 3: Additional Components
I'll create additional components for the dialog header, body, footer, and container to ensure modularity and reusability.
**Key Points:**
- `DialogHeader` includes a button to toggle between minimised and expanded states using the context.
- `DialogContainer` wraps the body and footer content to automatically hide them when the `isExpanded` value is changed.
- `DialogBody` and `DialogFooter` components are simple containers for the dialog's content.
```jsx
// src/components/FluidDialog/DialogHeader.js
import { styled } from 'styled-components';
import { IconButton } from '../IconButton';
import { useDialog } from './DialogContext';
export default function DialogHeader({ children, expandedTitle }) {
const { dialogId, isExpanded, setIsExpanded } = useDialog();
return (
<DialogHeaderComponent id={`${dialogId}_label`}>
<ExpandedState isVisible={isExpanded}>
<Title>{expandedTitle ?? children}</Title>
<IconButtons>
<IconButton
icon="chevron-down"
onClick={() => setIsExpanded(false)}
/>
</IconButtons>
</ExpandedState>
<MinimizedState
isVisible={!isExpanded}
onClick={() => setIsExpanded(true)}
>
<Title>{children}</Title>
<IconButtons>
<IconButton icon="chevron-up" />
</IconButtons>
</MinimizedState>
</DialogHeaderComponent>
);
}
const DialogHeaderComponent = styled.div``;
const ExpandedState = styled.header`
transition: opacity 0.3s;
opacity: ${({ isVisible }) => (isVisible ? 1 : 0)};
pointer-events: ${({ isVisible }) => (isVisible ? 'all' : 'none')};
position: absolute;
top: 0;
left: 0;
width: 100%;
background: #f3f3f3;
display: flex;
flex-direction: row;
`;
const MinimizedState = styled.header`
transition: opacity 0.3s;
opacity: ${({ isVisible }) => (isVisible ? 1 : 0)};
pointer-events: ${({ isVisible }) => (isVisible ? 'all' : 'none')};
background: #f3f3f3;
display: flex;
flex-direction: row;
cursor: pointer;
`;
const Title = styled.span`
flex-grow: 1;
text-align: left;
display: flex;
align-items: center;
padding: 0 16px;
`;
const IconButtons = styled.div``;
```
```jsx
// src/components/FluidDialog/DialogContainer.js
import { styled } from 'styled-components';
import { useDialog } from './DialogContext';
export default function DialogContainer({ children }) {
const { isExpanded } = useDialog();
return (
<DialogContainerComponent isVisible={isExpanded}>
{children}
</DialogContainerComponent>
);
}
const DialogContainerComponent = styled.div`
display: ${({ isVisible }) => (isVisible ? undefined : 'none')};
`;
```
```jsx
// src/components/FluidDialog/DialogBody.js
import { styled } from 'styled-components';
import DialogContainer from './DialogContainer';
import { useDialog } from './DialogContext';
export default function DialogBody({ children }) {
const { dialogId } = useDialog();
return (
<DialogBodyComponent>
<DialogContainer>
<DialogBodyContent id={`${dialogId}_desc`}>
{children}
</DialogBodyContent>
</DialogContainer>
</DialogBodyComponent>
);
}
const DialogBodyComponent = styled.div``;
const DialogBodyContent = styled.div`
padding: 8px 16px;
`;
```
```jsx
// src/components/FluidDialog/DialogFooter.js
import { styled } from 'styled-components';
import DialogContainer from './DialogContainer';
export default function DialogFooter({ children }) {
return (
<DialogFooterComponent>
<DialogContainer>
<DialogFooterContent>{children}</DialogFooterContent>
</DialogContainer>
</DialogFooterComponent>
);
}
const DialogFooterComponent = styled.div`
background: #f3f3f3;
`;
const DialogFooterContent = styled.div`
padding: 8px 16px;
`;
```
###Step 4: Putting It All Together
Finally, I'll import and use the dialog component in the main app.
**Key Points:**
- The `App` component includes the `Dialog` with its header, body, and footer components.
- This setup ensures the dialog is ready for further enhancements and animations in the upcoming parts.
```jsx
// src/App.js
import React from 'react';
import Dialog from './components/FluidDialog/Dialog';
import DialogHeader from './components/FluidDialog/DialogHeader';
import DialogBody from './components/FluidDialog/DialogBody';
import DialogFooter from './components/FluidDialog/DialogFooter';
function App() {
return (
<div className="App">
<Dialog>
<DialogHeader>My dialog/DialogHeader>
<DialogBody>This is the content of the dialog.</DialogBody>
<DialogFooter>This is the footer of the dialog.</DialogFooter>
</Dialog>
</div>
);
}
export default App;
```
```jsx
// src/index.js
import React from 'react';
import ReactDOM from 'react-dom';
import './index.css';
import App from './App';
ReactDOM.render(
<React.StrictMode>
<App />
</React.StrictMode>,
document.getElementById('root')
);
```
You can access the whole source code on [CodeSandbox](https://codesandbox.io/p/sandbox/fluid-dialog-01-tzktc7).
You can also see a live preview of the implementation:
{% embed https://codesandbox.io/embed/tzktc7?view=preview&module=%2Fsrc%2Fcomponents%2FFluidDialog%2FDialogContainer.js&hidenavigation=1 %}
## Conclusion
In this first part, I've set up a basic dialog box in React with minimise and expand functionality. This foundational component will serve as the basis for further enhancements in the upcoming articles. The dialog component is designed to hug its content and adapt to changes, making it highly reusable and flexible.
Stay tuned for [Part 2](https://dev.to/copet80/creating-a-smooth-transitioning-dialog-component-in-react-part-24-20ff), where I'll delve into adding animations to the dialog transitions, exploring different options to achieve smooth effects.
I invite feedback and comments from fellow developers to help refine and improve this approach. Your insights are invaluable in making this proof of concept more robust and effective. | copet80 |
1,923,031 | Discovering Dash: The Framework for Interactive Web Applications in Python | In the constantly evolving world of data science and data analysis, the ability to visualize and... | 0 | 2024-07-14T09:30:15 | https://dev.to/moubarakmohame4/discovering-dash-the-framework-for-interactive-web-applications-in-python-50gi | data, beginners, analyst, python | In the constantly evolving world of data science and data analysis, the ability to visualize and interact with data in real-time has become indispensable. Dash, an open-source framework developed by Plotly, perfectly meets this need. Designed for data scientists, analysts, and engineers, Dash enables the creation of interactive and analytical web applications using only Python (or R). In this article, we will explore in depth the features of Dash, its advantages, and its concrete applications in various fields.
## Features of Dash
**1. Component-Based User Interface**
Dash uses a component architecture where each part of the user interface is a reusable component. These components, based on React.js, are accessible via Python, allowing the creation of complex interfaces without writing any JavaScript.
**2. Plotly Integration**
Dash integrates seamlessly with Plotly visualization libraries, making it easy to create interactive and dynamic graphs. You can generate line charts, geographical maps, bar charts, and much more with ease.
**3. Python Callbacks**
Dash callbacks allow you to manage user interactions in real-time. For example, a user can click on a point on a graph, and this action can trigger an update of another graph or table. Callbacks are defined in Python, making the process smooth and natural for developers.
**4. Declarative Layout**
Dash's layout is declared in Python using layout components like divs, buttons, graphs, etc. This declarative approach simplifies the construction and management of user interfaces.
**5. Deployment and Scalability**
Dash applications can be deployed on local servers, cloud platforms, or via services like Heroku. Dash Enterprise, the commercial version of Dash, offers additional tools for application management, authentication, and scalability.
**6. Ecosystem and Extensions**
Dash has an active community and a variety of additional components to enrich applications. Among these extensions are Dash DAQ for measurement instruments, Dash Bio for biological applications, and Dash Cytoscape for interactive networks.
## Advantages of Dash
**Ease of Use**
Dash eliminates the need for knowledge of HTML, CSS, or JavaScript. Everything is done in Python, allowing data scientists to focus on data analysis rather than technical aspects of web development.
**Interactivity**
Graphs and dashboards created with Dash are highly interactive and responsive to user actions, offering an enriching and immersive user experience.
**Customizable**
Dash allows for the creation of custom components if necessary, offering great flexibility to meet specific project needs.
**Active Community**
Dash benefits from a dynamic community and extensive documentation, facilitating learning and development.
## Use Cases and Concrete Projects
**1. Sales Analysis Dashboard**
An interactive dashboard allowing the visualization of sales performance by region, product, and period. Users can filter data, explore trends, and generate customized reports.
**2. Health Monitoring Application**
An application to track patient health data in real-time, including graphs on vital signs, health trends, and alerts for abnormal values.
**3. Financial Analysis**
A financial analysis platform offering interactive visualizations of market trends, investment portfolios, and stock performances, enabling analysts to make informed decisions.
**4. Supply Chain Management**
A dashboard to monitor and optimize the supply chain, visualizing inventories, delivery times, and supplier performances.
**Companies Using Dash**
Many companies and organizations use Dash for their analytical and data visualization needs. Among them are:
- **NASA:** Uses Dash to visualize spatial data and scientific analyses.
- **Uber:** Employs Dash to monitor and analyze the performance of its transportation services.
- **Johnson & Johnson:** Uses Dash for analytical applications in the healthcare sector.
- **IBM:** Exploits Dash for advanced data analysis solutions.
Dash is a powerful and versatile tool for creating interactive web applications in Python. Its ease of use, combined with its advanced visualization and interaction capabilities, makes it an ideal choice for data scientists and analysts looking to turn complex data into actionable insights. Whether you are a beginner or an experienced data scientist, Dash offers the necessary tools to develop high-performing and engaging analytical applications.
By exploring the features and use cases of Dash, you can start to imagine the many ways this framework can be integrated into your projects to improve data-driven decision-making.
> I will be writing articles that delve into each feature of Dash in detail, with concrete projects to illustrate their applications. Stay tuned!
| moubarakmohame4 |
1,923,033 | Algorithm Complexity with Go — Linear Time Complexity O(n) | Algorithm Complexity with Go — Linear Time Complexity O(n) Today, we will focus on... | 0 | 2024-07-14T09:33:53 | https://medium.com/@kstntn.lsnk/algorithm-complexity-with-go-linear-time-complexity-o-n-eaee7558f225 | go, softwareengineering, algorithms, programming | ---
title: Algorithm Complexity with Go — Linear Time Complexity O(n)
published: true
date: 2024-07-14 09:13:10 UTC
tags: go,softwareengineering,algorithms,programming
canonical_url: https://medium.com/@kstntn.lsnk/algorithm-complexity-with-go-linear-time-complexity-o-n-eaee7558f225
---
### Algorithm Complexity with Go — Linear Time Complexity O(n)

Today, we will focus on linear time complexity, often denoted as **O(n)**.
**Linear time complexity** implies that the time required to complete the algorithm grows directly proportional to the input size. This type of complexity is efficient and clean because it scales predictably with input size. It is significant because it strikes a balance between simplicity and performance.
#### Analogy to Understand Linear Time Complexity
Imagine you are a **postman** 👮🏻♂️ delivering letters. You have a list of addresses, and you need to deliver one letter to each address.
**If you have 10 letters to deliver, it takes 10 stops.**
**If you have 100 letters to deliver, it takes 100 stops.
If you have 1 000 000 letters to deliver, it takes 1 000 000 stops.**
Each stop takes a consistent amount of time to park, deliver the letter, and return to the van.
The time taken grows proportionally with the number of letters.
As each stop takes the same amount of time as each memory access and write operation **takes a consistent amount of time** , so doubling the number of items roughly doubles the total time needed.
#### Real-world examples
Let’s consider the most common real-world examples of operations that typically have linear time complexity:
**Iterating through a list** to perform some action on each element. For example, printing each element of a list of names:
```
package main
import "fmt"
func main() {
slice := []string{"Alice", "Bob", "Charlie"}
for _, name := range slice {
fmt.Println(name)
}
// Output: Alice
// Output: Bob
// Output: Charlie
}
```
**Simple search** operations in an unsorted list. Finding a specific number in an unsorted list of integers:
```
package main
import "fmt"
func main() {
slice := []int{30, 10, 2, 15, 130}
target := 30
for _, value := range slice {
if value == target {
fmt.Println(value)
}
}
// Output: 30
}
```
**Summing** all elements in a list:
```
package main
import "fmt"
func main() {
slice := []int{1, 2, 3, 4, 5}
sum := 0
for _, value := range slice {
sum += value
}
fmt.Println(sum) // Output: 15
}
```
**Copying** all elements from one list to another:
```
package main
import "fmt"
func main() {
slice := []int{1, 2, 3, 4, 5}
newSlice := make([]int, len(slice))
copy(newSlice, slice)
fmt.Println(newSlice) // Output: [1, 2, 3, 4, 5]
}
```
**Merging** two lists into one:
```
package main
import "fmt"
func main() {
slice1 := []int{1, 2, 3}
slice2 := []int{4, 5, 6}
mergedSlice := append(slice1, slice2...)
fmt.Println(mergedSlice) // Output: [1, 2, 3, 4, 5, 6]
}
```
**Reversing** a list:
```
package main
import "fmt"
func main() {
slice := []int{1, 2, 3, 4, 5}
for i, j := 0, len(slice)-1; i < j; i, j = i+1, j-1 {
slice[i], slice[j] = slice[j], slice[i]
}
fmt.Println(slice) // Output: [5, 4, 3, 2, 1]
}
```
#### Benchmarks
Let’s benchmark **copy()** and confirm its linear time complexity.
Create a file named _copy\_benchmark\_test.go_:
```
package main
import (
"fmt"
"testing"
)
// copyArray copies all elements from one slice to another
func copyArray(arr []int) []int {
newArr := make([]int, len(arr))
copy(newArr, arr)
return newArr
}
// BenchmarkCopyArray benchmarks the copyArray function
func BenchmarkCopyArray(b *testing.B) {
sizes := []int{1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000, 9000, 10000}
for _, size := range sizes {
b.Run("Size="+fmt.Sprint(size), func(b *testing.B) {
arr := make([]int, size)
for i := 0; i < size; i++ {
arr[i] = i
}
b.ResetTimer()
for i := 0; i < b.N; i++ {
_ = copyArray(arr)
}
})
}
}
```
Run with:
```
go test -bench .
```
Enjoy the result:
```
goos: darwin
goarch: amd64
pkg: cache
cpu: Intel(R) Core(TM) i7-8569U CPU @ 2.80GHz
BenchmarkCopyArray
BenchmarkCopyArray/Size=1000
BenchmarkCopyArray/Size=1000-8 586563 1773 ns/op
BenchmarkCopyArray/Size=2000
BenchmarkCopyArray/Size=2000-8 459171 2582 ns/op
BenchmarkCopyArray/Size=3000
BenchmarkCopyArray/Size=3000-8 331647 3588 ns/op
BenchmarkCopyArray/Size=4000
BenchmarkCopyArray/Size=4000-8 263466 4721 ns/op
BenchmarkCopyArray/Size=5000
BenchmarkCopyArray/Size=5000-8 212155 5728 ns/op
BenchmarkCopyArray/Size=6000
BenchmarkCopyArray/Size=6000-8 179078 6902 ns/op
BenchmarkCopyArray/Size=7000
BenchmarkCopyArray/Size=7000-8 152635 7573 ns/op
BenchmarkCopyArray/Size=8000
BenchmarkCopyArray/Size=8000-8 142131 8423 ns/op
BenchmarkCopyArray/Size=9000
BenchmarkCopyArray/Size=9000-8 118581 9780 ns/op
BenchmarkCopyArray/Size=10000
BenchmarkCopyArray/Size=10000-8 109848 14530 ns/op
PASS
```
The following chart shows the almost straight line ↗ that proves the **copy()** operation has linear time complexity, O(n), as the time taken **increases proportionally** with the size of the array:

For very large slices, the linear time complexity means the performance will **degrade in direct proportion to the size of the slice** , making it important to optimize such operations or consider parallel processing for performance improvement.
#### Summary
Knowing about linear time complexity empowers to build efficient, scalable, and maintainable software, ensuring that applications perform well across a wide range of input sizes. This foundational knowledge is essential for anyone working with algorithms and data structures.
Use linear time complexity solutions carefully only if you make sure it’s the best option and there is no way to use a linked list, map, etc. 🐈⬛ | kostiantyn_lysenko_5a13a9 |
1,923,034 | Run of Queries in Amazon Timestream Database for LiveAnalytics | “ I have checked the documents of AWS to run the queries in amazon timestream database for... | 0 | 2024-07-14T09:35:04 | https://dev.to/aws-builders/run-of-queries-in-amazon-timestream-database-for-liveanalytics-23p2 | aws, amazontimestream, amazons3, sns | “ I have checked the documents of AWS to run the queries in amazon timestream database for liveanalytics. Amazon timestream service provides a query editor where we can directly select the database and table created in timestream db and be able to run the queries in it. Pricing of the solution depends on usage of timesteam db, s3 bucket and sns service.”
Amazon Timestream for LiveAnalytics is a fast, scalable, fully managed, purpose built time series database that makes it easy to store and analyze trillions of time series data points per day. Timestream for LiveAnalytics saves you time and cost in managing the lifecycle of time series data by keeping recent data in memory and moving data to a cost optimized storage tier based upon user defined policies.
Timestream for LiveAnalytics' built query engine lets you access and analyze recent and data together, without having to specify its location. It built in time series analytics functions, helping you identify trends and patterns in your data in near real time. It is serverless and automatically scales up or down to adjust capacity and performance. Because you don't need to manage the underlying infrastructure, you can focus on optimizing and building your applications.
In this post, you will get to know how to run the queries in amazon timestream database for liveanalytics. Here I have used a sns topic and s3 bucket.
#Prerequisites
You’ll need an Amazon SNS for this post. [Getting started with amazon SNS](https://aws.amazon.com/sns/getting-started/) provides instructions on how to create a topic and subscription. For this blog, I assume that I have a sns topic created.
#Architecture Overview

The architecture diagram shows the overall deployment architecture with data flow, amazon timestream, sns topic, s3 bucket, query editor and mail box.
#Solution overview
The blog post consists of the following phases:
1. Create Database in Amazon Timestream for LiveAnalytics
2. Create Database and Table with Custom Options
3. Schedule of Query for Database and Table with SNS Notification
I have sns topic with subscription as below →

##Phase 1: Create Database in Amazon Timestream for LiveAnalytics
1. Open the Timestream console and create a database with configurations as sample database named “TestDB”, datasets as IOT and DevOps, multi-measure records option. Also test the sample database with sample queries in query editor.






##Phase 2: Create Database and Table with Custom Options
1. In timestream, create a database as a standard database with aws managed encryption option. Also create a table with a custom partition key and data retention option. Also test of database and table in query editor with run of query.









##Phase 3: Schedule of Query for Database and Table with SNS Notification











#Clean-up
Delete SNS Topic, S3 Bucket and Timestream.
#Pricing
I review the pricing and estimated cost of this example.
Cost of Simple Notification Service = Free for notifications and requests = $0.0
Cost of Amazon Timestream = $0.0
Cost of S3 = $0.25
Total Cost = $0.25
#Summary
In this post, I showed “how to run the queries in amazon timestream database for liveanalytics”.
For more details on Amazon Timestream, Checkout Get started Amazon Timestream, open the [Amazon Timestream console](https://us-east-1.console.aws.amazon.com/timestream/home?region=us-east-1#welcome). To learn more, read the [Amazon Timestream documentation](https://docs.aws.amazon.com/timestream/?icmpid=docs_homepage_databases).
Thanks for reading!
Connect with me: [Linkedin](https://www.linkedin.com/in/gargee-bhatnagar-6b7223114)

| bhatnagargargee |
1,923,036 | Makefile - .h - .c exemple. | Voici la structure du projet avec l'exemple sans bibliothèque statique en premier, suivi de l'exemple... | 0 | 2024-07-14T09:36:27 | https://dev.to/ashcript/makefile-h-c-exemple-2m9 | makefile, c | Voici la structure du projet avec l'exemple sans bibliothèque statique en premier, suivi de l'exemple avec bibliothèque statique.
### Structure du Projet
```
/mon_projet
├── Makefile
├── utils.h
├── utils.c
└── main.c
```
### Exemple 1 : Sans bibliothèque statique
#### 1. Fichier d'en-tête : `utils.h`
```c
#ifndef UTILS_H
#define UTILS_H
// Fonction pour additionner deux entiers
int addition(int a, int b);
#endif // UTILS_H
```
#### 2. Fichier source : `utils.c`
```c
#include "utils.h"
// Implémentation de la fonction d'addition
int addition(int a, int b) {
return a + b;
}
```
#### 3. Fichier principal : `main.c`
```c
#include <stdio.h>
#include "utils.h"
int main() {
int a = 5;
int b = 3;
int result = addition(a, b);
printf("La somme de %d et %d est : %d\n", a, b, result);
return 0;
}
```
#### 4. Makefile : `Makefile`
```makefile
# Variables
CC = gcc
CFLAGS = -Wall -g
SOURCES = main.c utils.c
OBJECTS = $(SOURCES:.c=.o)
DEPENDS = $(OBJECTS:.o=.d)
TARGET = mon_programme
# Règle par défaut
all: $(TARGET)
# Lien de l'exécutable
$(TARGET): $(OBJECTS)
$(CC) -o $@ $^
# Compilation des fichiers .c en .o avec génération des dépendances
%.o: %.c
$(CC) $(CFLAGS) -MMD -c $< -o $@
# Inclure les fichiers de dépendance
-include $(DEPENDS)
# Déclaration des cibles phony
.PHONY: all clean fclean re
# Nettoyage
clean:
rm -f $(OBJECTS) $(DEPENDS)
fclean: clean
rm -f $(TARGET)
re: fclean all
```
---
### Exemple 2 : Avec une bibliothèque statique
#### 1. Fichier d'en-tête : `utils.h`
```c
#ifndef UTILS_H
#define UTILS_H
// Fonction pour additionner deux entiers
int addition(int a, int b);
#endif // UTILS_H
```
#### 2. Fichier source : `utils.c`
```c
#include "utils.h"
// Implémentation de la fonction d'addition
int addition(int a, int b) {
return a + b;
}
```
#### 3. Fichier principal : `main.c`
```c
#include <stdio.h>
#include "utils.h"
int main() {
int a = 5;
int b = 3;
int result = addition(a, b);
printf("La somme de %d et %d est : %d\n", a, b, result);
return 0;
}
```
#### 4. Makefile : `Makefile`
```makefile
# Variables
CC = gcc
AR = ar
CFLAGS = -Wall -g
SOURCES = main.c utils.c
OBJECTS = $(SOURCES:.c=.o)
DEPENDS = $(OBJECTS:.o=.d)
TARGET = mon_programme
LIBRARY = libutils.a
# Règle par défaut
all: $(TARGET)
# Lien de l'exécutable
$(TARGET): $(OBJECTS) $(LIBRARY)
$(CC) -o $@ $^
# Création de la bibliothèque statique
$(LIBRARY): utils.o
$(AR) rcs $@ $^
# Compilation des fichiers .c en .o avec génération des dépendances
%.o: %.c
$(CC) $(CFLAGS) -MMD -c $< -o $@
# Inclure les fichiers de dépendance
-include $(DEPENDS)
# Déclaration des cibles phony
.PHONY: all clean fclean re
# Nettoyage
clean:
rm -f $(OBJECTS) $(DEPENDS) $(LIBRARY)
fclean: clean
rm -f $(TARGET)
re: fclean all
```
### Résumé des Exemples
1. **Sans bibliothèque statique** :
- Compile directement les fichiers source pour créer l'exécutable `mon_programme` sans créer de bibliothèque.
2. **Avec bibliothèque statique** :
- Crée une bibliothèque `libutils.a` à partir de `utils.o`.
- L'exécutable `mon_programme` dépend de cette bibliothèque.
### Utilisation
- Pour compiler le programme : `make`
- Pour nettoyer les fichiers objets et la bibliothèque (dans le premier exemple) : `make clean`
- Pour nettoyer complètement : `make fclean`
- Pour reconstruire : `make re`
Ces exemples montrent comment structurer un projet simple avec et sans bibliothèque statique tout en maintenant une clarté et une maintenabilité dans le Makefile.
### Exemple 3 : Avec utilisation d'un autre bibliothèque :
**Note : c'est le Makefile que j'ai créé lors de la réalisation d'un de mes projets.**
```makefile
# Arguments
NAME = libftprintf.a
CFLAGS = -Wall -Wextra -Werror -I .
# Sources
SRC_FILES = ft_printf.c \
ft_ulitob.c \
ft_putunbr_fd.c \
ft_unsigned_lintlen.c \
ft_lintlen.c \
ft_print_c.c \
ft_print_s.c \
ft_print_p.c \
ft_print_di.c \
ft_print_u.c \
ft_print_x.c
# Objets
OBJ_FILES = $(SRC_FILES:.c=.o)
# Règle principale
all: $(NAME)
# Création de la bibliothèque
$(NAME): $(OBJ_FILES)
make -C libft/
cp libft/libft.a $(NAME)
ar rcs $(NAME) $(OBJ_FILES)
# Compilation des fichiers source
%.o: %.c
$(CC) $(CFLAGS) -c $< -o $@
# Nettoyage
clean:
rm -rf $(OBJ_FILES)
make clean -C libft/
fclean: clean
rm -rf $(NAME)
make fclean -C libft/
re: fclean all
# Commandes indispensables
.PHONY: all clean fclean re
```
### Améliorations Clés
1. **Génération Automatique des Fichiers Objet** : La variable `OBJ_FILES` convertit automatiquement les noms de fichiers source en noms de fichiers objet à l'aide de la substitution de motifs.
2. **Règles de Motif** : L'utilisation de règles de motif (`%.o: %.c`) simplifie les commandes de compilation pour chaque fichier source.
3. **Règles de Nettoyage Organisées** : Les règles de nettoyage sont concises, supprimant les répétitions inutiles.
4. **Facilité de Maintenance** : La structure est claire, ce qui rend les futures modifications plus simples.
Ce Makefile conserve la même fonctionnalité tout en étant plus propre et plus efficace. | ashcript |
1,923,037 | ハロー ワールド | <!DOCTYPE... | 0 | 2024-07-14T09:36:39 | https://dev.to/shizuka_takahashi235/haro-warudo-18pk | ```css
<!DOCTYPE html>
<html>
<head>
<title></title>
</head>
<body
<p></p>
</body>
</html>
```
#beginner | shizuka_takahashi235 | |
1,923,038 | How to Win Free Apple Gift Cards | https://www.linkedin.com/pulse/free-target-gift-card-2024-new-claim-now-gift-github-zeqfc https://www... | 0 | 2024-07-14T09:39:23 | https://dev.to/lotuslusa/how-to-win-free-apple-gift-cards-58h2 | https://www.linkedin.com/pulse/free-target-gift-card-2024-new-claim-now-gift-github-zeqfc
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1,923,039 | Recreating History: Building a Windows 98 Disk Defrag Simulator with Modern Web Tech | Hey fellow devs! I'm Dennis Morello, a Senior Frontend Engineer with a passion for both... | 0 | 2024-07-14T09:41:54 | https://dev.to/morellodev/recreating-history-building-a-windows-98-disk-defrag-simulator-with-modern-web-tech-34bc | webdev, react, nextjs, tailwindcss | 
Hey fellow devs! I'm Dennis Morello, a Senior Frontend Engineer with a passion for both cutting-edge web technologies and retro computing. I'm excited to share my latest project that combines these interests: a faithful recreation of the Windows 98 Disk Defragmenter, built entirely for the web.
Check it out: [defrag98.com](https://defrag98.com)
> Update: The Windows 98 Disk Defrag Simulator has been featured on [Hacker News](https://news.ycombinator.com/item?id=40962195) and [The Verge](https://www.theverge.com/2024/7/14/24198206/take-a-moment-to-reflect)! Thank you to everyone who has tried it out and shared their love for this blast from the past.
## The Tech Stack
For this project, I leveraged some of the most powerful tools in modern web development:
- **React**: For building the UI components
- **Next.js**: To optimize performance and SEO
- **Zustand**: To manage the state of the app
- **TailwindCSS**: To style the app, along with [98.css](https://jdan.github.io/98.css) for bringing in the Windows 98 aesthetic
- **Radix UI Primitives**: For accessible interactive components like sliders and modals
- **Vercel**: The hosting platform for the app
## Challenges and Solutions
### 1. Recreating the Defragmentation Algorithm
One of the biggest challenges was implementing a defragmentation algorithm that felt authentic. I created a custom algorithm that:
- Randomly selects clusters to process
- Simulates file movements across the disk
- Adjusts processing speed based on the selected virtual drive
### 2. Pixel-Perfect UI Recreation
Achieving the exact look and feel of Windows 98 required meticulous attention to detail. I used a combination of 98.css and TailwindCSS to:
- Match colors precisely
- Recreate the characteristic 'chunky' borders
- Implement the classic Windows 98 typography
### 3. Simulating Hard Drive Sounds
To add an extra layer of nostalgia, I implemented realistic hard drive sounds. This involved:
- Recording and editing authentic HDD sounds
- Leveraging the Web Audio API for precise playback control
- Synchronizing sound effects with the visual defragmentation process
- Adapting the HDD sounds to the chosen drive speed
## What I Learned
This project was a fantastic opportunity to:
- Deep dive into the intricacies of writing a custom defrag algorithm, and find a balance between performance and simulation accuracy
- Explore the challenges of accurately simulating legacy software
- Push the boundaries of what's possible in browser-based applications
## What's Next?
This is a project I started just for fun, but I'm excited to see where it goes. I'm looking forward to continuing to improve the app, and adding more features as feedbacks from users come in.
I'd love to hear your thoughts, suggestions, or questions about this project. Have you worked on similar retro tech simulations? What challenges did you face? | morellodev |
1,923,040 | Roadmap belajar Keamanan Siber | 1. Dasar-dasar Keterampilan TI - Keterampilan dasar komputer - Dasar jaringan komputer -... | 0 | 2024-07-14T09:42:00 | https://dev.to/nabirecybersecurity/roadmap-belajar-keamanan-siber-4plo | **1. Dasar-dasar Keterampilan TI**
- Keterampilan dasar komputer
- Dasar jaringan komputer
- Komponen Perangkat Keras Komputer
**2. Jaringan Komputer**
- Model-model OSI
- Topologi Jaringan
- Protokol Umum dan penggunaannya
- IPv4 DAN IPv6
- Dasar dari Subnetting
**3. Keterampilan dan Pengetahuan Keamanan**
- Triad CIA
- Serangan Dunia Maya dan Kejahatan Dunia Maya
- Kriptografi
- Memahami Standar Umum
- Kali Linux, Parrot OS
**4. Keterampilan Langsung**
- Pengetahuan tentang virtualisasi umum (VMware, Virtual Box)
- CTF (Capture the flag) : Hackthebox, TyrHackMe, picoCTF, Vulnhub...
- Alat-alat yang harus dikuasai (Nmap, BurpSuite, Wireshark, Metasploit, WHOIS, urlscan...)
**5. Keterampilan Pemrograman**
- Python
- JavaScript
- Power Shell
- C++
- Go
**6. Keterampilan Cloud**
- Memahami Layanan Cloud (SaaS, PaaS, IaaS...)
- Lingkungan Cloud (AWS, Azure)
- Model Cloud (Pribadi, Publik, Hibrida)
- Penyimpanan Cloud Umum
**7. Sertifikasi**
- Sertifikasi Pemula :
CompTIA A+, Comp TIS, Network+, CCNA, eJPT, CompTIA Security+
- Sertifikasi Lanjutan:
CISSP, CISA, GEN, CEH, CISM, GIAC
img by https://github.com/jassics/cybersecurity-roadmap/raw/master/images/cybersecurity-skills-roadmap.png | putrakoteka | |
1,923,041 | 🇩🇪 Grundlegende SQL-Befehle für Einsteiger | Einführung in SQL und Datenbanken Wie im letzten Eintrag erwähnt sind Datenbanken aus der... | 27,970 | 2024-07-14T14:00:00 | https://informatik-ninja.de/tutorials/grundlegende-sql-befehle | german, sql, database, beginners |
## Einführung in SQL und Datenbanken
Wie im letzten Eintrag erwähnt sind Datenbanken aus der heutigen Zeit nicht mehr wegzudenken. SQL *(Structured Query Language)* ist dabei die Basis für Datenbank Manipulationen und Abfragen. Egal ob Datenbankadministrator, oder Web-/Softwareentwickler, Kenntnisse in SQL sind unerlässlich.
### Was ist SQL
Bei SQL (_Structured Query Language_) handelt es sich um eine standardisierte Sprache für die Verwaltung und Manipulation von relationalen Datenbanken. Sie wurde in den 1970er Jahren von IBM entwickelt und hat sich zum De-facto Standard bei relationalen Datenbanken entwickelt.
SQL ermöglicht es einem Daten zu erstellen, zu lesen, zu aktualisieren und zu löschen (_CRUD_-Operationen, _CREATE-READ-UPDATE-DELETE_). Außerdem können damit auch komplexe Abfragen durchgeführt werden und die Struktur von Datenbanken verwaltet werden.
## Datenbank und Tabellen erstellen
Bevor man mit einer Datenbank arbeiten kann, muss diese aber erst erstellt und die Struktur definiert werden. Im ersten Schritt wird also die DB und die Tabellen erstellt und deren Struktur definiert.
### CREATE DATABASE
Um eine neue Datenbank zu erstellen, wird der Befehl CREATE DATABASE verwendet. Die Syntax ist dabei wie folgt:
```sql
CREATE DATABASE mein_datenbank_name;
```
Dieser Befehl erstellt eine neue, leere Datenbank namens "mein_datenbank_name". Nach dem Erstellen müssen wir die Datenbank noch auswählen, um mit ihr zu arbeiten. Das geschieht mit dem `USE` Befehl, welcher MySQL mitteilt, dass alle nachfolgenden Befehle im Kontext der gewählten Datenbank ausgeführt werden sollen.
```sql
USE mein_datenbank_name;
```
### CREATE TABLE
Da eine leere Datenbank nicht allzu sinnvoll ist, können wir nun ein paar Tabellen erstellen. Tabellen sind die grundlegenden Strukturen, in denen die Daten einer relationalen Datenbank gespeichert werden. Die Syntax sieht dabei wie folgt aus:
```sql
CREATE TABLE tabellen_name (
spalte1 datentyp [einschränkungen],
spalte2 datentyp [einschränkungen],
...
[tabelleneinschränkungen]
);
```
Lass uns als Beispiel eine "Kunden" Tabelle erstellen:
```sql
CREATE TABLE Kunden (
kunden_id INT PRIMARY KEY AUTO_INCREMENT,
vorname VARCHAR(50) NOT NULL,
nachname VARCHAR(50) NOT NULL,
email VARCHAR(100) UNIQUE,
geburtstag DATE,
registrierungsdatum TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
kundenstatus ENUM('aktiv', 'inaktiv', 'gesperrt') DEFAULT 'aktiv',
kreditlimit DECIMAL(10,2) DEFAULT 1000.00
);
```
Die einzelnen Befehle kurz erklärt:
- `kunden_id INT PRIMARY KEY AUTO_INCREMENT`: Definiert eine Ganzzahl (`Integer`)-Spalte als Primärschlüssel, deren Wert automatisch für jeden neuen Eintrag erhöht wird (`AUTO_INCREMENT`)
- `vorname VARCHAR(50) NOT NULL`: Definiert Zeichenkette mit variabler Länge (max. 50 Zeichen), die nicht leer (NULL) sein darf
- `nachname VARCHAR(50) NOT NULL`: siehe `vorname`
- `email VARCHAR(100) UNIQUE`: Definiert eine email Spalte, die eindeutig sein muss
- `geburtstag DATE`: Ein Datumswert für den Geburtstag eines Kunden
- `registrierungsdatum TIMESTAMP DEFAULT CURRENT_TIMESTAM`P: Ein Zeitstempel, welcher als Standardwert die aktuelle Zeit gesetzt hat, wenn ein neuer Datensatz eingefügt wird.
- `kundenstatus ENUM('aktiv', 'inaktiv', 'gesperrt') DEFAULT 'aktiv'`: Ein Aufzählungstyp mit vordefinierten Werten und dem Standardwert 'aktiv'
- `kreditlimit DECIMAL(10,2) DEFAULT 1000.00`: Ein Dezimalwert mit einem Standardwert
### Datentypen in MySQL
Ein paar Datentypen haben wir im Beispiel eben ja schon kennengelernt, aber MySQL bietet noch eine Vielzahl [weiterer Datentypen](https://dev.mysql.com/doc/refman/8.4/en/data-types.html). Die Wahl des richtigen Datentyps ist wichtig, um die Informationen effizient zu speichern und die Integrität der Datenbank zu gewährleisten. Ein paar der am häufigsten verwendeten Datentypen:
**Numerische Typen:**
- `TINYINT`: Für ganze Zahlen (Integers) zwischen -128 und 127
- `INT`: Für ganze Zahlen (Integers) zwischen -2.147.483.648 und 2.147.483.647 (-2<sup>31</sup> und 2<sup>31</sup> - 1)
- `BIGINT`: Für ganze Zahlen (Integers) zwischen -2<sup>63</sup> und 2<sup>63</sup> - 1
- `DECIMAL(M, D)`: Für Festkommazahlen. M ist die Gesamtzahl der Ziffern (*Präzision*); D ist die Anzahl der Dezimalstellen
- `FLOAT`: Für Gleitkommazahlen mit einfacher Genauigkeit
- `DOUBLE`: Für Gleitkommazahlen mit doppelter Genauigkeit
**Zeichenketten:**
- `CHAR(n)`: Für Zeichenketten mit fester Länge `n`
- `VARCHAR(n)`: Für Zeichenketter mit variabler Länge (max. `n` Zeichen)
- `TEXT`: Für lange Texte mit bis zu 65.535 Zeichen
- `LONGTEXT`: Für sehr lange Texte mit bis zu 4 GB
**Datum- und Zeittypen:**
- `DATE`: Für Datumswerte. Format: `YYYY-MM-DD`
- `TIME`: Für Zeitwerte. Format: `HH:MM:SS`
- `DATETIME`: Für Datums- und Zeitwerte. Format: `YYYY-MM-DD HH:MM::SS`
- `TIMESTAMP`: Ähnlich wie DATETIME; Speichert den UNIX Timestamp zwischen `1970-01-01 00:00:01` UTC bis `2038-01-19 03:14:07` UTC.
**Sonstige Typen:**
- `BOOLEAN`: Für Wahrheitswerte (`true/false`)
- `ENUM`: Für vordefinierte Listen von Werten
- `SET`: Ähnlich wie `ENUM`, erlaubt aber die Auswahl mehrerer Werte
- `BLOB`: Für binäre Daten (*binary large object*) wie zum Beispiel Bilder
Die Wahl des richtigen Datentypen kann erheblichen Einfluss auf die Leistung und Speichereffizienz der Datenbank haben. Zum Beispiel:
- Verwenden von `INT` für ganze Zahlen anstelle von `FLOAT` oder `DOUBLE`, wenn keine Dezimalstellen benötigt werden
- Benutzen von `VARCHAR` anstelle von `CHAR` für Zeichenketten variabler Länge, um Speicherplatz zu sparen
- Verwenden von `ENUM` oder `SET` für Spalten mit einer begrenzten Anzahl möglicher Werte, um Datenintegrität zu verbessern und Speicherplatz zu sparen
### Primärschlüssel und Fremdschlüssel
Primärschlüssel und Fremdschlüssel sind entscheidend für die Strukturierung relationaler Datenbanken und die Gewährleistung der Datenintegrität.
#### Primärschlüssel (Primary Key)
Bei einem Primärschlüssel handelt es sich um ein Feld (oder eine Kombination von Feldern), welches den Datensatz eindeutig identifiziert. Im obigen Beispiel mit der `Kunden`-Tabelle ist das Feld `kunden_id` der Primärschlüssel. Die Eigenschaften von Primärschlüsseln sind:
1. Eindeutigkeit (*uniqueness*) - keine zwei Datensätze können den gleichen Schlüsselwert haben
2. Sie dürfen nicht `NULL` sein
3. Unveränderbarkeit (*immutability*) - einmal zugewiesen, sollte der Wert konstant bleiben
Primärschlüssel können auf verschiedene Weise definiert werden:
```sql
-- Als Teil der Spaltendefinition
CREATE TABLE beispiel1 (
id INT PRIMARY KEY,
name VARCHAR(50)
);
-- Als separate Einschränkung
CREATE TABLE beispiel2 (
id INT,
name VARCHAR(50),
PRIMARY KEY (id)
);
-- Zusammengesetzter Primärschlüssel
CREATE TABLE beispiel3 (
id1 INT,
id2 INT,
name VARCHAR(50),
PRIMARY KEY (id1, id2)
);
```
### Fremdschlüssel
Ein Fremdschlüssel (*FK*) ist ein Feld in der Tabelle, welches auf einen Primärschlüssel in einer anderen Tabelle verweist. Das ermöglicht es Beziehungen (Relationen) zwischen Tabellen zu erstellen und die referenzielle Integrität zu gewährleisten. Hier ein Beispiel für eine `Bestellungen`-Tabelle, welche einen Fremdschlüssel auf unsere `Kunden` Tabelle enthält. In dem Beispiel verweist `kunden_id` in der `Bestellungen` Tabelle auf `kunden_id` in der `Kunden` Tabelle. Dies stellt eine Beziehung zwischen Kunden und ihren Bestellungen her.
```sql
CREATE TABLE Bestellungen (
bestell_id INT PRIMARY KEY AUTO_INCREMENT,
kunden_id INT,
bestelldatum DATE,
gesamtbetrag DECIMAL(10,2),
FOREIGN KEY (kunden_id) REFERENCES Kunden(kunden_id)
);
```
Fremdschlüssel haben mehrere wichtige Funktionen:
- stellen sicher, dass nur gültige Daten in die FK Spalte eingefügt werden können
- ermöglichen das Löschen und Aktualisieren von verknüpften Datensätzen in mehreren Tabellen (*kaskasierende Aktionen*)
- verbessern die Datenintegrität und -konsitenz
Das Verhalten von Fremdschlüsseln bei Aktualisierungen oder Löschungen kann mit den Klauseln `ON UPDATE` und `ON DELETE` gesteuert werden:
```sql
CREATE TABLE Bestellungen (
bestell_id INT PRIMARY KEY AUTO_INCREMENT,
kunden_id INT,
bestelldatum DATE,
gesamtbetrag DECIMAL(10,2),
FOREIGN KEY (kunden_id) REFERENCES Kunden(kunden_id)
ON DELETE CASCADE
ON UPDATE RESTRICT
);
```
Hier würde das Löschen eines Kunden automatisch alle seine Bestellungen löschen (`CASCADE`), während eine Änderung der `kunden_id` verhindert würde (`RESTRICT`).
## Daten einfügen und abfragen
Daten einfügen und abfragen gehört zu den grundlegendsten Operation, da man Sie am häufigsten nutzt.
### INSERT INTO
Mit dem `INSERT INTO` Befehl können neue Datensätze in eine Tabelle eingefügt werden. Die grundlegende Syntax sieht dabei wie folgt aus:
```sql
INSERT INTO tabellen_name (spalte1, spalte2, spalte3, ...)
VALUES (wert1, wert2, wert3);
```
Hier einige Beispiele für unsere `Kunden`-Tabelle
```sql
-- Einzelnen Datensatz hinzufügen
INSERT INTO Kunden (vorname, nachname, email, geburtstag)
VALUES ('Max', 'Mustermann', 'max@example.com', '1990-01-01');
-- Mehrere Datensätze gleichzeitig einfügen
INSERT INTO Kunden (vorname, nachname, email, geburtstag)
VALUES
('John', 'Doe', 'john.doe@example.com', '1970-01-01'),
('Jane', 'Doe', 'jane.doe@example.com', '1980-01-01'),
('Maria', 'Musterfrau', 'maria@example.com', '1990-11-11');
-- Alle Spalten in der definierten Reihenfolge (nicht empfohlen !)
INSERT INTO Kunden
VALUES (NULL, 'Peter', 'Meier', '2000-01-01', CURRENT_TIMESTAMP, 'aktiv', 1000.00);
```
Wichtige Punkte die man beachten sollte:
1. Wenn nicht alle Spalten angegeben werden, werden die ausgelassenen Spalten mit den Standardwerten oder `NULL` befüllt
2. Die Reihenfolge der Spalten in der `INSERT`-Anweisung muss mit der Reihenfolge der Werte übereinstimmen
3. Für Spalten mit `AUTO_INCREMENT` (z.B. `kunden_id`) kann `NULL` oder `0` eingegeben werden, um den nächsten verfügbaren Wert zu benutzen
4. Datum- und Zeitwerte sollten im Format `YYYY-MM-DD` bzw `YYYY-MM-DD HH:MM:SS` angegeben werden
### SELECT Abfragen
Der `SELECT`-Befehl ist der Grundstein für das Abfragen von Daten in einer Datenbank. Die grundlegende Syntax sieht wie folgt aus:
```sql
SELECT spalte1, spalte2, ...
FROM tabellen_name
[WHERE bedingung]
[ORDER BY spalte1 [ASC|DESC], ...]
[LIMIT anzahl];
```
Einige Beispiele mit unserer `Kunden`-Tabelle:
```sql
-- Alle Spalten aller Kunden abrufen
SELECT * FROM Kunden;
-- Nur bestimmte Spalten abrufen
SELECT vorname, nachname, email FROM Kunden;
-- Daten sortieren (ORDER BY spalte1 [ASC|DESC], spalte2 [ASC|DESC], ...)
SELECT * FROM Kunden ORDER BY nachname ASC, vorname DESC;
-- Begrenzte Anzahl von Ergebnissen
SELECT * FROM Kunden LIMIT 10;
```
### WHERE-Bedingungen
Die `WHERE` Klausel ermöglicht es die `SELECT`-Abfrage zu filtern und nur bestimmte Datensätze zurückzugeben. Dabei können verschiedene Operatoren und logische Ausdrücke verwendet werden:
```sql
-- Einfache Vergleiche
SELECT * FROM Kunden WHERE geburtstag < '1990-01-01';
SELECT * FROM Kunden WHERE kundenstatus = 'aktiv';
-- Logische Operatoren
SELECT * FROM Kunden WHERE geburtstag < '1990-01-01' AND kreditlimit > 2000;
SELECT * FROM Kunden WHERE kundenstatus = 'aktiv' OR kreditlimit > 5000;
-- IN-Operator -> überprüft ob der Wert in einer Liste aus Werten ist
-- Bsp: Selektiert alle Kunden, deren kundenstatus entweder 'aktiv' oder 'inaktiv' ist
SELECT * FROM Kunden WHERE kundenstatus IN ('aktiv', 'inaktiv');
-- BETWEEN-Operator -> überprüft ob ein Datums-/Zeitwert zwischen zwei Werten ist
-- Bsp: Selektiert alle Kunden die in den 1980ern geboren wurden
SELECT * FROM Kunden WHERE geburtstag BETWEEN '1980-01-01' AND '1989-12-31';
-- NULL-Werte prüfen
SELECT * FROM Kunden WHERE geburtstag IS NULL;
-- Komplexe Bedingungen
-- Bsp: Selektiert alle Kunden, die 'aktiv' sind und ein Kreditlimit > 1000 haben
-- ODER die inaktiv sind mit einem Kreditlimit > 5000
SELECT * FROM Kunden
WHERE (kundenstatus = 'aktiv' AND kreditlimit > 1000)
OR (kundenstatus = 'inaktiv' AND kreditlimit > 5000);
```
#### LIKE-Operator
Der `LIKE`-Operator wird für Mustervergleiche in Zeichenketten verwendet. Das `%` ist dabei als Platzhalter zu verwenden:
```sql
-- Kunden, deren Nachname mit 'M' beginnt, zb Mustermann
SELECT * FROM Kunden WHERE nachname LIKE 'M%';
-- Kunden, deren Nachname mit 'er' endet, zb Becker, Müller
SELECT * FROM Kunden WHERE nachname LIKE '%er';
-- Kunden mit 'ei' irgendwo im Nachnamen, zb Meier, oder Schneider
SELECT * FROM Kunden WHERE nachname LIKE '%ei%';
```
## Übungen
- **Übung 1**: Erstelle eine neue Tabelle `Benutzer` in der `Bibliothek`-Datenbank mit den Feldern `user_id` (Primärschlüssel), `name`, `adresse`, `geburtstag`, `eMail` und `telefonnummer`.
- **Übung 2**: Füge mindestens 10 Benutzer in die `Benutzer` Tabelle ein, mit verschiedenen Namen, Adressen und Geburtstagen.
- **Übung 3**: Schreibe eine `SELECT`-Abfrage, die alle Benutzer zurückgibt die mindestens 18 Jahre alt sind.
- **Übung 4**: Schreibe eine `SELECT`-Abfrage, die alle Benutzer zurückgibt die eine E-Mail-Adresse von Googlemail haben (`...@googlemail.com` oder `...@gmail.com`)
- **Übung 5**: Schreibe eine `SELECT`-Abfrage, die die 10 ältestens Benutzer zurückgibt.
Diese Übungen decken die wichtigsten Konzepte ab, die wir in diesem Tutorial behandelt haben. Versuche sie selbstständig zu lösen, bevor du nach Lösungen suchst. Die praktische Anwendung ist der beste Weg, um SQL zu lernen und zu beherrschen.
Die Lösungen zu den Übungen findest du in unserem [GitHub Repository](https://github.com/InformatikNinja/einfuehrung-in-datenbanken/blob/master/grundlegende-sql-befehle.md)
## Fazit
In diesem Eintrag haben wir die grundlegenden SQL-Befehle und Konzepte kennengelernt, die für die Arbeit mit relationalen Datenbanksystemen unerlässlich sind. Wir haben uns angeschaut, wie man Datenbanken und Tabellen erstellt und wie man Daten einfügt und abfragt.
Die beste Art, SQL zu lernen, ist durch praktische Übung. Versuche also die Übungsaufgaben selbständig zu lösen und experimentiere selbst mit verschiedenen Abfragen. Je mehr Übung man hat, desto vertrauter wird man mit der Sprache.
## Referenzen
- [Die offizielle MySQL-Dokumentation - Eine umfassende Quelle für alle MySQL-spezifischen Details.](https://dev.mysql.com/doc/refman/8.4/en/)
- [SQL Tutorial von W3Schools mit Übungen zum selber ausprobieren](https://www.w3schools.com/sql/default.asp) | informatik-ninja |
1,923,042 | The Importance of Interoperability in Healthcare Systems | Interoperability in healthcare systems is a critical aspect that enables different healthcare... | 0 | 2024-07-14T09:58:30 | https://dev.to/edwardsykes099/the-importance-of-interoperability-in-healthcare-systems-24bd | healthcaredevelopment, appdevelopment, softwaredevelopment, technology | Interoperability in healthcare systems is a critical aspect that enables different healthcare information systems to communicate, exchange data, and use the information that has been exchanged. This ability to share and make use of data across different systems is crucial for improving patient care, enhancing operational efficiency, and reducing healthcare costs. In this article, we will explore the importance of interoperability in healthcare, the benefits it brings, the challenges it faces, and the role of healthcare system development services in achieving interoperability.
**The Interoperability and Patient Access Final Rule
**
The Interoperability and Patient Access Final Rule, issued by the Centers for Medicare & Medicaid Services (CMS), is a significant regulation to improve health information flow. This rule mandates that healthcare providers, payers, and patients have seamless access to health information. The objective is to empower patients with access to their health data, enabling them to make more informed decisions about their care. The rule aims to reduce the burden on patients and providers, improve the quality of care, and enhance health outcomes by ensuring that health information can flow freely and securely.
The rule requires that healthcare systems adopt standardized APIs to facilitate data exchange. This standardization ensures that different systems can communicate effectively, regardless of the technology platforms they use. It also mandates the use of data formats like HL7 FHIR (Fast Healthcare Interoperability Resources), designed to enable the sharing of electronic health records (EHRs) across various systems.
**Interoperability in Healthcare Systems**
Interoperability in healthcare systems involves the ability of different health IT systems and software applications to communicate, exchange, and interpret shared data accurately. It is essential for creating a cohesive healthcare environment where all stakeholders, including healthcare providers, patients, and payers, can access and utilize health information seamlessly. Interoperability is not just about data exchange; it also involves ensuring that the exchanged data is usable and actionable.
Effective interoperability in healthcare systems leads to improved patient outcomes by providing clinicians with comprehensive patient information. This holistic view of a patient’s health history allows for better diagnosis, treatment planning, and continuity of care. It also enables healthcare providers to collaborate more effectively, reducing errors and duplicative tests.
**Benefits of Interoperability in Healthcare**
The benefits of interoperability in healthcare are extensive and multifaceted. One of the primary benefits is the enhancement of patient care. When healthcare providers have access to a patient’s complete medical history, they can make better-informed decisions, leading to improved patient outcomes. For example, a primary care physician can access a patient’s specialist reports and lab results, enabling more coordinated and effective care.
Reduction of Healthcare Costs: Another significant benefit is the reduction of healthcare costs. Interoperability helps eliminate redundant tests and procedures, as healthcare providers can access previous test results. This not only reduces costs but also minimizes the inconvenience and discomfort for patients. Additionally, interoperability streamlines administrative processes, reducing the time and resources spent on manual data entry and reconciliation.
Public Health and Research: Interoperability also plays a crucial role in public health and research. By enabling the aggregation and analysis of health data from diverse sources, it facilitates more accurate public health monitoring and research. This data can be used to track disease outbreaks, evaluate the effectiveness of treatments, and develop new therapies.
**Importance of Interoperability in Healthcare**
The importance of interoperability in healthcare cannot be overstated. It is fundamental to the creation of a more efficient, effective, and patient-centered healthcare system. Interoperability ensures that health information is accessible to those who need it when they need it, leading to better health outcomes and more efficient care delivery.
Patient Safety: Interoperability is also critical for patient safety. When healthcare providers have access to comprehensive and up-to-date patient information, they can avoid potential errors, such as drug interactions or allergies, that could harm patients. It also enhances patient engagement by giving patients access to their health information, empowering them to take an active role in their care.
Value-based Care Models: Furthermore, interoperability supports value-based care models, which focus on providing high-quality care while controlling costs. By enabling the seamless exchange of health information, interoperability helps providers deliver coordinated and efficient care, which is essential for achieving the goals of value-based care.
**Challenges of Interoperability in Healthcare**
Despite its many benefits, achieving interoperability in healthcare poses several challenges. One of the primary challenges is the lack of standardized data formats and communication protocols. Different healthcare systems often use proprietary formats, making it difficult to exchange information seamlessly. The adoption of standards like HL7 FHIR is helping to address this issue, but widespread implementation is still a work in progress.
Another challenge is the fragmentation of health IT systems. Many healthcare organizations use multiple systems for different functions, such as EHRs, lab information systems, and billing systems. Integrating these disparate systems to achieve interoperability can be complex and costly.
Data privacy and security concerns also pose significant challenges. The exchange of health information must comply with regulations like HIPAA, which mandates stringent protections for patient data. Ensuring that data is exchanged securely and used appropriately requires robust security measures and governance frameworks.
Additionally, there are organizational and cultural barriers to interoperability. Healthcare providers may be reluctant to share data due to concerns about competition or loss of control over patient information. Addressing these barriers requires a shift in mindset and the development of trust and collaboration among stakeholders.
The Role of Healthcare System Development Services
Healthcare system development services play a crucial role in achieving interoperability. These services provide the expertise and technology needed to integrate disparate health IT systems and facilitate seamless data exchange. By leveraging advanced technologies and industry standards, healthcare system development services help organizations build interoperable systems that improve patient care and operational efficiency.
One such service provider is [Valueans](https://valueans.com/), which offers comprehensive [healthcare system development services](https://valueans.com/health-care-development). They specialize in developing customized solutions that meet the unique needs of healthcare organizations, ensuring that systems can communicate and share data effectively.
In addition to system integration, healthcare system development services also focus on implementing robust data security measures. This is essential for protecting patient information and ensuring compliance with regulatory requirements. By providing end-to-end solutions, these services help healthcare organizations achieve their interoperability goals and improve overall system performance.
**Conclusion**
Interoperability in healthcare systems is vital for creating a more efficient, effective, and patient-centered healthcare environment. It enhances patient care, reduces costs, and supports public health and research initiatives. Despite the challenges, the benefits of interoperability far outweigh the difficulties, making it a top priority for healthcare organizations.
By leveraging the expertise of healthcare system development services, organizations can overcome the barriers to interoperability and build systems that enable seamless data exchange. This, in turn, leads to better health outcomes, improved operational efficiency, and a more resilient healthcare system.
| edwardsykes099 |
1,923,043 | Steps to Create Custom Product Attributes Programmatically in Magento 2 | In the realm of e-commerce, customization is key to standing out in the crowd. Magento 2 offers a... | 0 | 2024-07-14T10:04:08 | https://dev.to/augmetic/steps-to-create-custom-product-attributes-programmatically-in-magento-2-32i6 | In the realm of e-commerce, customization is key to standing out in the crowd. Magento 2 offers a robust platform for creating custom product attributes enabling merchants to organize product information effectively. While it's common to create these attributes through the admin panel there's another method worth exploring programmatically using a data patch. In this post we'll explore the step-by-step process of creating custom product attributes programmatically in Magento 2 empowering you to tailor your store to perfection.
Why Custom Product Attributes Matter:
Before we delve into the technical details let's underscore the importance of custom product attributes. These attributes not only enhance the organization of product information but also play a pivotal role in boosting product visibility and delivering an enriching shopping experience. At [Your Business Name] we recognize the significance of customization in the competitive London market. That's why we're excited to share this method with you enabling you to take your Magento 2 store to the next level.
Unlocking the Power of Data Patches:
In Magento 2 data patches serve as invaluable tools for making structured changes to the database schema or data. These patches are executed once typically during Magento upgrades ensuring seamless implementation across different environments. Now let's dive into the process of creating custom product attributes using a data patch.
Step-by-Step Guide: Creating Custom Product Attributes Using Data Patch:
Prepare Your Setup:Begin by creating a new file let's name it CreateCustomProductAttributes.php within the designated directory {Vendor}\{Extension}\Setup\Patch\Data.
Coding the Data Patch:In the newly created file incorporate the necessary code to define your custom product attribute. Utilize the EavSetupFactory to add the attribute to the catalog_product entity specifying properties such as type label input type and more according to your requirements.
Testing and Deployment:Once the code is in place it's crucial to test your data patch thoroughly. Verify that the attribute is added correctly without any unforeseen issues. When you're satisfied with the results deploy the changes using the Magento Upgrade command: php bin/magento setup:upgrade.
Congratulations! You've successfully created custom product attributes programmatically using a data patch in Magento 2. By harnessing this method you have unlocked a new level of customization for your store setting yourself apart in the competitive landscape of e-commerce. At Augmetic we're passionate about empowering merchants with the tools and knowledge they need to thrive. Whether you're a seasoned developer or just starting out we're here to support you every step of the way. Contact us today to learn more about how we can help.
Contact us Now! [https://www.augmetic.co.uk/contact](https://www.augmetic.co.uk/contact)
Visit our website today take a look at our success stories and then get in touch for a free quote!. | augmetic | |
1,923,044 | Enhance Your Site with a Magento Website Audit Checklist 2024 | Are you ready to take your e-commerce website to the next level in 2024? Whether you're a small... | 0 | 2024-07-14T10:06:48 | https://dev.to/augmetic/enhance-your-site-with-a-magento-website-audit-checklist-2024-4jih | magneto, websiteaudit, websitechecklist | Are you ready to take your e-commerce website to the next level in 2024? Whether you're a small business just starting out or an enterprise looking to optimize your online presence, ensuring your Magento website is running smoothly is crucial for success. In today's competitive online market, a comprehensive website audit can make all the difference.
At Augmetic, we understand the importance of having a well-optimized Magento website that not only attracts customers but also converts leads into sales. With our team of certified Magento developers, creative designers, and SEO experts, we're here to help you maximize your online potential.
Why Conduct a Magento Website Audit?
Before diving into the specifics of our Magento website audit checklist, let's briefly discuss why it's essential for your online success. Your website is often the first point of contact for potential customers, and it's crucial to make a positive impression. A website audit helps identify any issues or areas for improvement, ensuring that your site is user-friendly, optimized for search engines, and capable of driving conversions.
Our Comprehensive Magento Website Audit Checklist
Performance Optimization:
Is your Magento website loading quickly and efficiently? Slow load times can lead to high bounce rates and decreased search engine rankings. Our experts will analyze your website's performance and implement optimizations to enhance speed and responsiveness.
SEO Analysis:
Are you maximizing your visibility on search engines like Google? Our team of SEO experts will conduct a thorough analysis of your website's SEO health, including keyword research, on-page optimization, and backlink analysis. We'll provide actionable recommendations to improve your search engine rankings and drive organic traffic to your site.
User Experience Evaluation:
Is your website easy to navigate and user-friendly? A seamless user experience is essential for keeping visitors engaged and encouraging them to explore your products or services. We'll evaluate your website's design, navigation, and functionality to ensure a positive user experience for every visitor.
Security Assessment:
Is your Magento website secure from potential threats and vulnerabilities? Protecting your customers' sensitive information is paramount in today's digital landscape. Our security experts will conduct a thorough assessment of your website's security measures and implement best practices to safeguard against cyber threats.
Mobile Responsiveness Check:
Is your website optimised for mobile devices? With an increasing number of consumers browsing and shopping on smartphones and tablets, it's crucial to have a mobile-responsive website. We'll ensure that your Magento website is fully optimised for mobile devices, providing a seamless experience across all screen sizes.
Ready to Elevate Your Magento Website?
With our comprehensive Magento website audit checklist, you can identify areas for improvement and take your e-commerce website to new heights in 2024. At Augmetic, we're committed to helping you achieve your online goals with our team of experts and personalised solutions.
Don't wait any longer to optimise your Magento website for success.Contact us today to schedule your website audit and take the first step towards maximising your online potential.
Get Free Quote Now! [https://www.augmetic.co.uk/contact](https://www.augmetic.co.uk/contact) | augmetic |
1,923,045 | PrintAI - A Print on Demand E-com website powered with Wix and AI | This is a submission for the Wix Studio Challenge . What I Built We’ve innovatively... | 0 | 2024-07-14T11:00:43 | https://dev.to/dhairya_chheda/printai-a-print-on-demand-e-com-website-powered-with-wix-and-ai-538l | devchallenge, wixstudiochallenge, webdev, javascript | *This is a submission for the [Wix Studio Challenge ](https://dev.to/challenges/wix).*
## What I Built
<!-- Share an overview about your project. -->
We’ve innovatively combined print-on-demand with AI to create a custom product configurator. This advanced solution allows users to enter a prompt and choose from four design options for their t-shirts. Users can opt to remove the background and add designs to both the front and back of the shirt.
Utilizing a custom element, we implemented a color picker, enabling users to select any t-shirt color they desire. Additionally, users have the option to upload their own images. Once satisfied with their selections, they can easily add the product to their cart.
This integration of AI with print-on-demand showcases our commitment to providing a personalized and engaging user experience, leveraging cutting-edge technology to meet modern consumer demands.
## Demo
<!-- Share a link to your Wix Studio app and include some screenshots here. -->
https://wixfreaks.wixstudio.io/printai
{% embed https://www.loom.com/share/2d6dbb1c73bc44c884da23fac111fa9f %}



## Development Journey
Leveraging Wix Studio’s robust APIs has enabled us to develop an innovative and trendsetting solution in the age of AI. By utilizing backend file capabilities, we securely store and retrieve API keys, ensuring the utmost security. This infrastructure allows us to seamlessly call and test OpenAI and background removal APIs, enhancing our product’s functionality.
Additionally, with the wix-ecomm API, we crafted a custom product integration that dynamically adjusts to user specifications. This ensures both the admin and the user receive precise order details, enhancing transparency and accuracy.
The element API calls further enabled us to elevate the user experience, providing a seamless and intuitive interface. Wix Studio’s comprehensive API toolkit has been instrumental in creating this cutting-edge product, showcasing the platform’s potential to support advanced, AI-driven applications.
## APIs and Library we utilised
- We used the openAI API to generate Images
- Bg.remove API to remove the background from an Image
- wixEcom API to add the specifcations of the product to the cart using addToCart()
- We also have used a Custom Element, that acts as a color picker for the t-shirt.
- Wix Secrets Manager to store and get the API
- Wix-Fetch to call and get the API
| dhairya_chheda |
1,923,046 | Partnering with the Professionals | In the realm of your digital footprint, settling for mediocrity is simply not an option. In a world... | 0 | 2024-07-14T10:08:06 | https://dev.to/augmetic/partnering-with-the-professionals-3nnn | In the realm of your digital footprint, settling for mediocrity is simply not an option. In a world where first impressions are paramount, your online platform must be meticulously curated to captivate your audience and mirror the eminence of your brand. But such excellence isn't a serendipitous outcome; it's a product of dedicated labor orchestrated by individuals who possess a profound understanding of their craft. This is precisely where Augmetic steps onto the stage.
Augmetic stands as a comprehensive powerhouse, a triumvirate of Web Design, SEO, and Web Development, poised to forge an alliance with you to elevate your upcoming digital endeavor to unprecedented heights.
In the elusive realm of top-tier web development, finding adept, seasoned, and professional web developers can often feel like chasing a mirage. At Augmetic, our unwavering faith rests in the proficiency of our web development team, fortified by the conviction that we hold the key to catalyzing the growth your business aspires for.
However, it's not just the technical prowess that sets Augmetic apart; it's our holistic approach to every client partnership. We invest substantial time in comprehending your aspirations and objectives, laying a foundation that maximizes the likelihood of not only achieving but surpassing your goals.
When embarking on a novel web project, we navigate a labyrinth of considerations:
Crafting an engaging homepage that beckons the audience.
Facilitating easy access to answers for prevalent queries.
Ensuring pristine visibility of pertinent product information.
Infusing media that eloquently represents your enterprise and offerings.
Leveraging authentic customer testimonials to sway potential clientele.
Augmetic's expertise extends beyond mere web development; we orchestrate a bespoke digital presence that nurtures the growth and prosperity of your business.
Recognizing the pivotal role that search engine rankings play, we acknowledge the gravity of securing a prime spot on those listings. Augmetic shines in this realm, offering unrivaled SEO packages in the UK. Our mastery transcends geographical boundaries, enveloping both national and local SEO services in the UK.
At the core of Augmetic lies an ensemble of impassioned creatives, an assembly of ingenious web designers who stand ready to sculpt your next online masterpiece, propelling your enterprise to the zenith of search engine hierarchies.
Our spectrum of UK-based SEO packages mirrors the diversity of businesses themselves. The ideal package for your venture hinges on myriad factors: business requisites, budget constraints, and geographic focal points.
Ready to revolutionize your digital narrative? Get in touch with us for a bespoke SEO package tailored to your unique needs. Augmetic's coterie of adept designers, developers, and SEO specialists await, poised to elevate your enterprise above and beyond the competition.
Contact us for SEO packages and our highly competent team of designers, developers and seo specialists will lift your business head and shoulders above your competition.
Visit our website today, take a look at our success stories and then get in touch for a free quote!.
Get Free Quote Now! [https://www.augmetic.co.uk/contact](https://www.augmetic.co.uk/contact) | augmetic | |
1,923,047 | Augmented Reality (AR) Is Fostering The Mobile App Development Scope | Augmented Reality (AR) Is Fostering The Mobile App Development Scope The realm of mobile application... | 0 | 2024-07-14T10:09:14 | https://dev.to/augmetic/augmented-reality-ar-is-fostering-the-mobile-app-development-scope-48l4 | Augmented Reality (AR) Is Fostering The Mobile App Development Scope
The realm of mobile application development offers extensive possibilities in tandem with cutting-edge technologies like Artificial Intelligence (AI), Augmented Reality/Virtual Reality (AR/VR), Internet of Things (IoT), Blockchain, and more. Among these, our primary focus for this article revolves around augmented reality. Augmented Reality stands as a remarkable innovation poised to revolutionize the landscape of smartphone experiences, owing to its advanced features within mobile applications.
In recent times, the prominence of AR has surged, particularly in the context of the Covid-19 pandemic. Notably, AR has proven immensely beneficial within the realm of mental health, with a notable array of AR-based mobile applications designed to provide aid to individuals dealing with mental health challenges. Furthermore, numerous companies specializing in augmented reality app development are spearheading the creation of AR-driven solutions tailored for diverse sectors including media, entertainment, eCommerce, healthcare, and fashion.
As the business landscape continues to evolve, AR applications remain in step with these shifts. They empower users to gain enhanced product insights and facilitate more effective interactions with business representatives, all through the medium of smartphones.
Topics To Cover:
- An Insight into Augmented Reality
- The Role of AR in Catalyzing the Advancement of Mobile App Development
- What Is the Typical Cost of Developing an AR App?
- AR To Go A Long Way Ahead!
1. An Insight into Augmented Reality
Augmented Reality (AR) is revolutionizing digital experiences by seamlessly integrating virtual elements, sensors, and audio into users' physical surroundings through cutting-edge technology. The AR landscape is rapidly expanding, particularly within the realm of mobile app development companies. However, it's crucial to distinguish between AR and Virtual Reality (VR) – they may seem similar, but they serve distinct purposes. AR empowers app developers and enterprises to seamlessly blend digital information with the real world through mobile applications.
A prime illustration of AR's prowess is the globally renowned Pokémon Go. This extraordinary gaming app swiftly garnered worldwide attention by ingeniously merging the virtual and physical realms. The strategic incorporation of AR technology into this gaming application resulted in an astounding initial installation base of 900 million users, generating an impressive revenue of USD 1.2 billion.
By employing AR, companies are capitalizing on the potential to create immersive experiences that captivate audiences, bridging the gap between the tangible and the digital. As AR continues to reshape the landscape of technology, mobile app development companies are seizing the opportunity to craft dynamic, innovative applications that blur the boundaries between reality and imagination.
The Role of AR in Catalyzing the Advancement of Mobile App Development
Let's look at how AR mobile apps are revolutionizing customer experience and businesses.
1. Boosts Brand Awareness
Augmented Reality (AR) technology is proving instrumental in elevating brand visibility for businesses. The integration of AR applications empowers companies to gain a strategic edge, effectively drawing in a larger customer base and enhancing their competitive stance.
2. Enhancing The In-store Experience
Augmented Reality (AR) mobile applications are transforming the way businesses engage with their customers. One remarkable application is the presentation of products in true-to-life dimensions within virtual fitting rooms, replicating an authentic in-store experience. This innovative approach enables users to virtually try on clothing items, expediting the decision-making process and saving valuable time.
3. Location-based AR Apps
Location-based Augmented Reality (AR) applications leverage the geolocation data inherent in smartphones to seamlessly provide targeted location-specific information. These cutting-edge apps harness the power of geolocation to offer users an enriched experience, such as immersive city tours or the convenience of pinpointing their nearby parked vehicles.
4. Social Media App
The triumph of apps like Musical.ly and Snapchat underscores AR's influence. With rising smartphone use and a quest for engaging apps, developers can create a unique AR-infused social platform, ensuring user engagement and app triumph.
5. Innovation eLearning Experience
AR technology promises educational enhancements. AR apps elevate online learning, enabling interactive teaching. Real-time animations enrich communication, revolutionizing academics. Notable AR apps like Chromville Science and ZooBurst exemplify this potential.
6. Real Estate
The real estate domain leverages AR business apps effectively. Realtors employ AR apps to showcase property advantages. Mobile apps integrate AR, granting potential buyers a 3D house or apartment encounter, elevating property sales.
What Is the Typical Cost of Developing an AR App?
The cost of AR mobile app development depends primarily on 3 factors:
- Information: The type and extent of information users are set to access through the app.
- Method: The approach employed to deliver this augmented reality solution.
- Location: The intended context and environment where the AR app will be utilized.
Augmented reality app technology relies on various features to define specific locations, encompassing facets like location tracking, 2D/3D photo tracking and matching, compass functionality, face recognition, gyroscope utilization, Simultaneous Localization and Mapping (SLAM), as well as accelerometer integration. The augmented reality information encompasses elements like 3D models, animated gesture detection, and primarily encompasses visual, audio, and textual formats.
Several tools are available for augmented reality app development. iOS app development agencies may charge you based on the Apple device type you want to build the app for, such as Mac, iPad, or iPhone.
AR To Go A Long Way Ahead!
Augmented reality (AR) is experiencing unprecedented consumer engagement. Companies are capitalizing on AR's escalating prominence in technology. This tech is proving instrumental for mobile app development agencies and enterprises, propelling user experiences to unparalleled heights. Market giants like Apple and Google have secured robust positions in this arena, wholeheartedly embracing AR's advantages. With growing expectations, users anticipate more businesses to deliver remarkable AR apps that enhance convenience.
Do you find yourself brimming with innovative ideas for an AR app? If the answer is yes, that's fantastic! The current juncture presents an opportune moment to embark on AR mobile app development. Given the ongoing pandemic and heightened consumer demands, this move stands to augment your business revenue and facilitate expansion. However, for a successful venture, it's imperative to entrust your vision to a reputable and experienced mobile app development company that utilizes cutting-edge technologies and excels in customer service. Our team is eager to collaborate with you and bring your unique ideas to life!
Get Free Quote Now! [https://www.augmetic.co.uk/contact](https://www.augmetic.co.uk/contact) | augmetic | |
1,923,048 | Mobile Compatibility Testing: A Comprehensive Guide | Ensuring your app works perfectly across different devices is essential for success in the current... | 0 | 2024-07-14T10:10:26 | https://dev.to/jamescantor38/mobile-compatibility-testing-a-comprehensive-guide-54d7 | mobilecompatibilitytesting, testgrid | Ensuring your app works perfectly across different devices is essential for success in the current diverse mobile landscape. That’s where mobile compatibility testing plays a role.
Mobile compatibility testing is critical in developing mobile applications, ensuring that an app performs well across various devices, operating systems, hardware, and network environments. Mobile compatibility testing is crucial so that the product reaches the end users the way it is intended to. Mobile compatibility tests are crucial so that the product reaches the end users the way it is intended to.
In this blog, we will dive into the key factors of Mobile compatibility testing and how to perform Mobile compatibility testing.
## What is Mobile Compatibility Testing?
Mobile compatibility testing, also known as device compatibility testing or mobile app compatibility testing, is a type of software testing designed to systematically verify that a mobile application functions correctly and smoothly across a wide range of mobile devices, operating systems, browsers, and network environments.
The goal of mobile compatibility testing is to ensure that an application provides a seamless user experience and maintains performance across different device models, screen sizes, resolutions, OS versions, and network conditions. It helps identify and fix issues that could lead to poor user experiences, ensuring the app works as intended for all users, regardless of their device or environment.
_**Key aspects of Mobile Compatibility Testing include:**_
**Device Diversity**: Testing various devices with different screen sizes, resolutions, hardware configurations, and manufacturers to ensure the app performs well on all targeted devices.
**Operating Systems**: Verifying that the app functions correctly across different versions of mobile operating systems, such as iOS, Android, Windows, and others.
**Browsers**: Ensuring compatibility with various mobile browsers if the app is web-based or contains web components.
**Network Conditions**: Testing the app under different network conditions such as 3G, 4G, 5G, Wi-Fi, and varying signal strengths to ensure it handles varying connectivity smoothly.
**User Interface and User Experience (UI/UX):** Ensuring that the app’s layout, buttons, text, images, and other UI elements display and function correctly on different devices and screen sizes.
## Types of Mobile Compatibility Testing
Mobile compatibility testing is crucial for ensuring that an application provides a consistent and reliable user experience across a wide range of devices and operating system versions. This type of testing encompasses two main categories: forward compatibility testing and backward compatibility testing.
### Forward Compatibility Testing
Forward compatibility testing focuses on ensuring that an application remains functional and performs well on future devices and operating system (OS) versions that have not yet been released. This type of testing is proactive and aims to anticipate changes and advancements in technology. The goal is to future-proof the application, reducing the risk of it becoming obsolete or malfunctioning when new hardware or software updates are introduced. Forward compatibility testing involves:
**Anticipating New Technologies**: Developers must stay informed about upcoming device releases and OS updates to design and test their applications accordingly.
**Using Beta Versions**: Testing applications on beta versions of upcoming operating systems can help identify potential issues early.
**Scalability Considerations**: Ensuring that the app can handle increased performance demands and new features that future devices and OS versions may introduce.
## Backward Compatibility Testing
Backward compatibility testing ensures that an application works seamlessly on older devices and operating system versions. This type of testing is retrospective, aiming to maintain functionality and performance across a broad user base that may not have access to the latest technology. Backward compatibility testing involves:
**Testing on Older Devices**: Ensuring that the application performs well on older devices with less processing power, lower screen resolutions, and outdated hardware.
**Supporting Legacy OS Versions**: Make sure that the app is compatible with older operating system versions, which may lack some of the features and optimizations present in newer versions.
**Maintaining Core Functionality**: Ensuring that all essential features and functionalities of the app work as expected on older devices and OS versions, even if some advanced features may not be supported.
Also Read the detailed article on [cross-browser compatibility
](https://testgrid.io/blog/what-is-browser-compatibility/)
## Importance of Mobile Compatibility Testing
Mobile compatibility testing is important for several reasons:
**Enhanced User Experience**: A well-tested app ensures a seamless and consistent user experience across all devices and platforms, preventing crashes, glitches, and distorted layouts.
**Wider Market Reach**: Increases the app’s market reach by making it accessible to a broader audience using different devices and operating systems versions.
**Performance Optimization**: Helps identify and fix performance issues specific to certain devices or environments.
**Brand Reputation**: Maintains the app’s reputation by preventing bugs and maintaining a well-functioning app, thus enhancing the brand image in the mobile app market.
## When to perform mobile compatibility testing?
Mobile compatibility testing should be integrated throughout the app development lifecycle:
**Early Stages**: Test on a representative set of devices during the initial development phase to identify and address compatibility issues early on.
**During Development**: Conduct initial testing on emulators/simulators to catch early issues.
**Pre-Release**: Perform extensive testing on a variety of real devices and operating systems to ensure readiness for launch.
**Post-Release**: Continuously test new updates and features to maintain compatibility with new devices and OS updates.
## How to use emulators/simulators for mobile app compatibility testing?
Emulators and simulators are software tools that mimic mobile devices’ hardware and software environments. They are useful for:
**Initial Testing**: Quick and cost-effective testing during the early stages of development.
**Automated Testing**: Integration with automated testing frameworks to perform repetitive tests across various virtual devices.
**Diverse Configurations**: Easily testing multiple OS versions and device configurations without the need for physical devices.
To use emulators/simulators for mobile app compatibility testing, the first step is to choose the right tools for the app platform and the testing needs. For example, Android applications could use the Android Studio emulator, which allows the creation and configuration of various virtual devices with specific screen sizes and resolutions. For developing an iOS app, an Xcode simulator can be used, which provides a range of predefined devices with different screen sizes and resolutions. You can also utilize cross-platform tools like TestGrid, which provide access to a wide range of real devices across different operating systems and browsers.
How to perform mobile compatibility testing on real devices?
Performing mobile compatibility testing on real devices is crucial for ensuring that your mobile application functions correctly across various hardware and software configurations. While emulators and simulators provide a cost-effective way to test early in the development cycle, real devices offer the most accurate and reliable results. Real device testing allows you to capture a more authentic user experience, including performance, responsiveness, and interaction with real hardware.
## Leveraging TestGrid for Mobile Compatibility Testing
To streamline and enhance the process of mobile compatibility testing on real devices, leveraging a comprehensive testing platform like TestGrid can be highly beneficial. TestGrid offers a robust solution for mobile app developers to perform extensive testing across a wide range of real devices efficiently and effectively.
## Benefits of Using TestGrid for Mobile Compatibility Testing
**Extensive Device Coverage:** TestGrid offers a wide range of devices with different screen sizes, OS versions, and hardware configurations, ensuring comprehensive coverage.
**Real-Time Access**: You can access and control real devices remotely, allowing for flexible and efficient testing without the need for a physical lab.
**Automated Testing**: TestGrid integrates with popular automation frameworks, enabling you to run automated tests across multiple devices simultaneously.
**Detailed Reporting**: The platform provides detailed test reports and logs, helping you quickly identify and resolve issues.
**Network Simulation**: TestGrid includes advanced network simulation capabilities, allowing you to test your application under various network conditions such as 3G, 4G, 5G, and different Wi-Fi strengths.
**Cost-Effective**: TestGrid provides functional testing, performance testing, and visual regression testing all under one subscription, whereas other tools charge separate fees for each of these or add on pricing.
## How to Use TestGrid for Mobile Compatibility Testing
TestGrid is a cloud-based platform offering access to a diverse array of real devices, facilitating comprehensive mobile compatibility testing. Here’s how to get started:
**Sign Up and Access Device**s: Start by creating an account on TestGrid and log in. Browse and select the devices that match your testing requirements.
**Upload Your Application**: Upload your mobile app (APK for Android or IPA for iOS) to the TestGrid platform. Ensure the app is configured correctly for testing.
**Configure Test Scenarios**: Define your test scenarios, including functional tests, UI/UX tests, and performance tests. Use TestGrid’s interface to set up manual or automated test cases.
**Execute Tests**: Start the testing process on the selected real devices. Monitor tests in real time and capture any issues.
Analyze Results: Review detailed test reports and logs provided by TestGrid. Identify and address compatibility issues and performance bottlenecks.
## Benefits of Mobile Compatibility Testing
Mobile compatibility testing brings a lot of benefits for testers and organizers that eventually contribute to a better product in the market. Some key benefits of device compatibility testing are as follows:
**Enhances Software Development Process**: Compatibility testing identifies potential issues within the software during the Software Development Life Cycle (SDLC). This makes verifying the application’s usability, scalability, and stability easier across various platforms, allowing for timely feedback and improvements.
**Ensures Complete User Satisfaction**: Implementing compatibility tests guarantees that every aspect of your product functions correctly across all software, browsers, and devices, leading to a seamless user experience.
**Identifies Bugs Before Production**: Compatibility testing is highly effective at detecting bugs in web and mobile applications, even in challenging areas. Recognizing errors early, before production, ensures a smoother development process.
**Ensures Successful Launches**: One of the key benefits of compatibility testing, along with other forms of testing, is that it contributes to a successful product launch by ensuring the product is reliable and performs well on all intended platforms.
**Reduced Support Costs**: Fewer issues and complaints post-launch reduce the need for customer support and troubleshooting.
Compliance and Standards: Ensures the app meets industry standards and regulatory requirements, avoiding potential legal issues.
## Best Practices for Mobile Compatibility Testing
To achieve the best mobile app compatibility testing mobile app, testers must follow the best practices as per their requirements. Some of the best practices for device compatibility testing are as follows:
**Define Compatibility Targets**: Identify the specific devices, OS versions, and screen sizes the app needs to support.
**Prioritize Testing**: Focus testing efforts on devices most popular with the target audience.
**Automate Testing:** Utilize automation tools to streamline repetitive testing tasks.
**Document and Report Issues:** Meticulously document any compatibility issues encountered and track their resolution.
Early and Continuous Testing: Integrate testing early in the development cycle and continue it throughout the app’s lifecycle.
**Automated Testing**: Utilize automated testing tools to handle repetitive and extensive test cases efficiently.
**Real Device Testing:** Complement emulator testing with real device testing to cover all possible scenarios.
Comprehensive Test Coverage: Ensure thorough testing across different device models, OS versions, network conditions, and user environments.
**User Feedback:** Leverage user feedback to identify and address compatibility issues that may not have been covered during testing.
## Conclusion
Mobile compatibility testing is essential to mobile app development, ensuring that the application delivers a consistent and high-quality user experience across various devices and platforms. By understanding the different types of compatibility testing, utilizing both emulators and real devices and following best practices, developers can mitigate risks and enhance the overall performance of their mobile applications.
For comprehensive mobile compatibility testing, consider leveraging TestGrid. It offers extensive device coverage, real-time access, and detailed reporting, ensuring your app performs optimally across all targeted devices. Start your testing journey with TestGrid to deliver high-quality, reliable mobile applications.
Source : This blog is originally published at [TestGrid](https://testgrid.io/blog/mobile-compatibility-testing/)
| jamescantor38 |
1,923,049 | What are the Benefits of Machine Learning in Business | What are the Benefits of Machine Learning in Business? In the dynamic landscape of modern business,... | 0 | 2024-07-14T10:10:34 | https://dev.to/augmetic/what-are-the-benefits-of-machine-learning-in-business-i2g | What are the Benefits of Machine Learning in Business?
In the dynamic landscape of modern business, staying ahead of the curve is not just a luxury; it's a necessity. One technological marvel that has reshaped the business landscape is Machine Learning.
Understanding Website Security
From predicting customer behavior to optimizing operations, Machine Learning has emerged as a game-changer, offering a plethora of benefits to savvy businesses. In this comprehensive guide, we'll delve into the top business benefits of Machine Learning, providing you with insights to propel your organization to the forefront of your industry.
Enhanced Decision-Making:
Machine Learning's ability to analyze vast amounts of data and extract valuable insights is a boon for decision-makers. By processing historical data, Machine Learning algorithms can forecast future trends, customer preferences, and market shifts, equipping business leaders with accurate information to make informed decisions with confidence.
Personalized Customer Experiences:
Customer-centricity is the heartbeat of successful businesses, and Machine Learning offers the means to personalize interactions like never before. By analyzing customer behavior and preferences, Machine Learning enables businesses to create tailor-made experiences, leading to higher customer satisfaction, retention, and brand loyalty.
Improved Operational Efficiency:
Optimizing operations is the cornerstone of efficient business management. Machine Learning streamlines operations by identifying bottlenecks, predicting equipment maintenance needs, and automating routine tasks. This not only boosts productivity but also minimizes downtime, resulting in substantial cost savings.
Fraud Detection and Prevention:
Fraudulent activities can cripple businesses, but Machine Learning is here to fortify defenses. By recognizing patterns in transactions and user behavior, Machine Learning algorithms can swiftly identify anomalies that hint at potential fraud. This proactive approach protects both businesses and their customers.
Forecasting and Inventory Management:
Accurate demand forecasting and inventory management are critical for cost-effective supply chain management. Machine Learning models can analyze historical sales data, external factors like weather and holidays, and even social trends to predict demand fluctuations, helping businesses optimize inventory levels and reduce overstock or stockouts.
Enhancing Security :
As there is a rise in data & technology, cybercrime has become major threats. Machine learning can be used to increase the security of an organization as it allows to detect unknown threats. Machine learning has become the primary detection method for identifying and stopping malware attacks.
Machine learning in business helps in enhancing business scalability and improving business operations for companies across the globe. Machine learning focuses on the development of computer programs that can access data and use it to learn for themselves
We have over two years of history and experience in software & Website Development business. We are focused on our customers and have grown thanks to the confidence they place in quality of our services and out attitude towards customer satisfaction.
Get Free Quote Now! [https://www.augmetic.co.uk/contact](https://www.augmetic.co.uk/contact) | augmetic | |
1,923,050 | Decolonize The Internet | It is the unfortunate fact that almost all of the social media tech companies are colluding with... | 0 | 2024-07-14T10:14:37 | https://dev.to/mosbat/decolonize-the-internet-1mf | censorship, internet, decolonizetheinternet, meta | It is the unfortunate fact that almost all of the social media tech companies are colluding with state actors in order to censor free speech at mass scale.
They can no longer hide behind the logos and pretend that it's company policy!
The internet has become colonized where you have no freedom of what you write,post or say. However, we will discuss the solution instead of the problem since at this point, seriously, you can't be living on earth and you're unaware of the massive censorship on the internet.
The problem lies with every platform that has a registration somewhere (e.g. US registered) and a CEO.
This situation cannot continue. They are using AI to censor free speech, shadow ban legitimate opinions which poses a real threat to democracy and by extension accountability.
"Decolonize the internet" will be the new moto and status quo moving forward. We will no longer be slaves to BS "Community guidelines" and state actor backdoors.
Take your friends and relatives off any major platform such as Facebook, Meta, WhatsApp, etc...; all of those are centralized platforms that keep constantly cracking down on our freedom, spread actual misinformation and disinformation. Used by politicians to buy their way into power via bots, fake accounts, etc....
What's the solution? There are lots of decentralized social media platforms that are not controlled by a state or robotic CEOs.
But how can I teach my grandma how to host a web application server and maintain it?
It is our responsibility as Devs all over the world to improve the world via tech. Every Dev has an unwritten rule to use their skills only to make the world a better place.
Below are several social media platforms that are decentralized and can be extended to fight against the big giants who have been wreaking havoc on the world for the past 20 years:
- Minds is a blockchain based social media platform.

- Aether

- Mastodon

- Diaspora

I won't be writing a detailed review on each; because my post is just to remind you that we need to mobilize and move away from centralized tech platforms and get back our freedom from the autocratic governments that keep cracking down on our civil rights and freedom of speech.
To defeat the big platforms, we have to make people uncomfortable, we have to push them to use decentralized platforms. The solution lies in us not being part of them.
Every time someone asks you if you have Instagram, say no. Every time someone asks if you have Facebook, say no. Every time someone asks if you have LinkedIn, say No.
Then recommend to whoever wants to connect with you, to use only secure/decentralized means; when you pull one or two people in, they will also end up pulling in more people.
This is not a fight about which platform is better, this is a fight for our freedom and should be taken very seriously.
If you are unaware, the US government have a bill which will make all tech companies under US jurisdiction, no longer able to prevent your private information of being accessed by their agencies.
They want to know everything about each and every single one of us. Remember the day when you wrote intimate stuff to your girlfriend or husband? Yes, they can read that! Unless you are using truly End-To-End encryption communication, everything including sensitive data such as financial, banking, etc... all are exposed to a human who you don't know and don't wish to know.
They view us as sheep that can be controlled and manipulated however they like.
It is time to mobilize! #decolonizetheinternet

| mosbat |
1,923,052 | Online Image Processing Tools | Image processing involves altering the look of an image to improve its aesthetic information for... | 0 | 2024-07-14T10:23:12 | https://dev.to/saiwa/online-image-processing-tools-49eg |
Image processing involves altering the look of an image to improve its aesthetic information for human understanding or enhance its utility for unsupervised computer perception. Digital image processing, a subset of electronics, converts a picture into an array of small integers called pixels. These pixels represent physical quantities such as the brightness of the surroundings, stored in digital memories, and processed by a computer or other digital hardware.
The fascination with digital imaging techniques stems from two key areas of application: enhancing picture information for human comprehension and processing image data for storage, transmission, and display for unsupervised machine vision. This blog post introduces several [online image processing tools](https://saiwa.ai/landing/online-image-processing-tools-1/) developed and built specifically by [Saiwa](saiwa.ai).
## Online Image Denoising
Image denoising is the technique of removing noise from a noisy image to recover the original image. Detecting noise, edges, and texture during the denoising process can be challenging, often resulting in a loss of detail in the denoised image. Therefore, retrieving important data from noisy images while avoiding information loss is a significant issue that must be addressed.
Denoising tools are essential online image processing utilities for removing unwanted noise from images. These tools use complex algorithms to detect and remove noise while maintaining the original image quality. Both digital images and scanned images can benefit from online image noise reduction tools. These tools are generally free, user-friendly, and do not require registration.
Noise can be classified into various types, including Gaussian noise, salt-and-pepper noise, and speckle noise. Gaussian noise, characterized by its normal distribution, often results from poor illumination and high temperatures. Salt-and-pepper noise, which appears as sparse white and black pixels, typically arises from faulty image sensors or transmission errors. Speckle noise, which adds granular noise to images, is common in medical imaging and remote sensing.
Online denoising tools employ various algorithms such as Gaussian filters, median filters, and advanced machine learning techniques. Gaussian filters smooth the image, reducing high-frequency noise, but can also blur fine details. Median filters preserve edges better by replacing each pixel's value with the median of neighboring pixel values. Machine learning-based methods, such as convolutional neural networks ([CNNs](https://www.ibm.com/topics/convolutional-neural-networks)), have shown significant promise in effectively denoising images while preserving essential details.
## Image Deblurring Online
Image deblurring involves removing blur abnormalities from images. This process recovers a sharp latent image from a blurred image caused by camera shake or object motion. The technique has sparked significant interest in the image processing and computer vision fields. Various methods have been developed to address image deblurring, ranging from traditional ones based on mathematical principles to more modern approaches leveraging machine learning and deep learning.
Online image deblurring tools use advanced algorithms to restore clarity to blurred images. These tools are beneficial for both casual users looking to enhance their photos and professionals needing precise image restoration. Like denoising tools, many deblurring tools are free, easy to use, and accessible without registration.
Blur in images can result from several factors, including camera motion, defocus, and object movement. Camera motion blur occurs when the camera moves while capturing the image, leading to a smearing effect. Defocus blur happens when the camera lens is not correctly focused, causing the image to appear out of focus. Object movement blur is caused by the motion of the subject during the exposure time.
Deblurring techniques can be broadly categorized into blind and non-blind deblurring. Blind deblurring methods do not assume any prior knowledge about the blur, making them more versatile but computationally intensive. Non-blind deblurring, on the other hand, assumes some knowledge about the blur kernel, allowing for more efficient processing. Modern approaches often combine traditional deblurring algorithms with deep learning models to achieve superior results.
## Image Deraining Online

Image deraining is the process of removing unwanted rain effects from images. This task has gained much attention because rain streaks can reduce image quality and affect the performance of outdoor vision applications, such as surveillance cameras and self-driving cars. Processing images and videos with undesired precipitation artifacts is crucial to maintaining the effectiveness of these applications.
Online image deraining tools employ sophisticated techniques to eliminate rain streaks from images. These tools are particularly valuable for improving the quality of images used in critical applications, ensuring that rain does not hinder the visibility and analysis of important visual information.
Rain in images can obscure essential details, making it challenging to interpret the visual content accurately. The presence of rain streaks can also affect the performance of computer vision algorithms, such as object detection and recognition systems, which are vital for applications like autonomous driving and surveillance.
Deraining methods typically involve detecting rain streaks and removing them while preserving the underlying scene details. Traditional approaches use techniques like median filtering and morphological operations to identify and eliminate rain streaks. However, these methods can struggle with complex scenes and varying rain intensities. Recent advancements leverage deep learning models, such as convolutional neural networks (CNNs) and generative adversarial networks (GANs), to achieve more robust and effective deraining results.
## Image Contrast Enhancement Online
Image contrast enhancement increases object visibility in a scene by boosting the brightness difference between objects and their backgrounds. This process is typically achieved through contrast stretching followed by tonal enhancement, although it can also be done in a single step. Contrast stretching evenly enhances brightness differences across the image's dynamic range, while tonal improvements focus on increasing brightness differences in dark, mid-tone (grays), or bright areas at the expense of other areas.
Online image contrast enhancement tools adjust the differential brightness and darkness of objects in an image to improve visibility. These tools are essential for various applications, including medical imaging, photography, and surveillance, where enhanced contrast can reveal critical details otherwise obscured.
Contrast enhancement techniques can be divided into global and local methods. Global methods, such as histogram equalization, adjust the contrast uniformly across the entire image. This approach can effectively enhance contrast but may result in over-enhancement or loss of detail in some regions. Local methods, such as adaptive histogram equalization, adjust the contrast based on local image characteristics, providing more nuanced enhancements.
Histogram equalization redistributes the intensity values of an image, making it easier to distinguish different objects. Adaptive histogram equalization divides the image into smaller regions and applies histogram equalization to each, preserving local details while enhancing overall contrast. Advanced methods, such as contrast-limited adaptive histogram equalization (CLAHE), limit the enhancement in regions with high contrast, preventing over-amplification of noise.
## Image Inpainting Online

Image inpainting is one of the most complex tools in online image processing. It involves filling in missing sections of an image. Texture synthesis-based approaches, where gaps are repaired using known surrounding regions, have been one of the primary solutions to this challenge. These methods assume that the missing sections are repeated somewhere in the image. For non-repetitive areas, a general understanding of source images is necessary.
Developments in deep learning and convolutional neural networks have advanced online image inpainting. These tools combine texture synthesis and overall image information in a twin encoder-decoder network to predict missing areas. Two convolutional sections are trained concurrently to achieve accurate inpainting results, making these tools powerful and efficient for restoring incomplete images.
Inpainting applications range from restoring old photographs to removing unwanted objects from images. Traditional inpainting methods use techniques such as patch-based synthesis and variational methods. Patch-based synthesis fills missing regions by copying similar patches from the surrounding area, while variational methods use mathematical models to reconstruct the missing parts.
Deep learning-based inpainting approaches, such as those using generative adversarial networks (GANs) and autoencoders, have shown remarkable results in generating realistic and contextually appropriate content for missing regions. These models learn from large datasets to understand the structure and context of various images, enabling them to predict and fill in missing parts with high accuracy.
## Conclusion
The advent of online image processing tools has revolutionized how we enhance and manipulate images. Tools for denoising, deblurring, deraining, contrast enhancement, and inpainting provide accessible, user-friendly solutions for improving image quality. These tools leverage advanced algorithms and machine learning techniques to address various image processing challenges, making them invaluable for both casual users and professionals.
As technology continues to evolve, we can expect further advancements in online image processing tools, offering even more sophisticated and precise capabilities. Whether for personal use, professional photography, or critical applications in fields like medical imaging and autonomous driving, these tools play a crucial role in enhancing our visual experience and expanding the potential of digital imaging.
| saiwa | |
1,923,055 | My Experience Learning TypeScript | So, I had my fill of JavaScript and thought, "Why not torture myself with TypeScript?”. To get... | 0 | 2024-07-14T10:25:44 | https://dev.to/bridget_amana/my-experience-learning-typescript-1jn0 | typescript, frontend, beginners, webdev | So, I had my fill of JavaScript and thought, "Why not torture myself with TypeScript?”. To get started, I dug into the official TypeScript documentation but later stumbled upon this gem of a tutorial: [TypeScript Tutorial](https://www.typescripttutorial.net/). A friend also recommended some YouTube videos too which I will link below, but I learn best by reading, so I didn’t really follow through with the YouTube videos my friend suggested. (I know, weird right?)
#### The First Challenge: HNG11 Task 3
The first place I decided to try out my TypeScript skills was the HNG11 Task 3. And let me tell you, I saw premium shege 🤌. I'd write some code, push it thinking all was well, and then boom—deployment failed.
I was confused. Why was this happening? I realized I kept forgetting to add type checkers to my code, most times I used `.jsx` instead of `.tsx`. It was frustrating at first, and to make things worse I had a deadline to meet.
#### The Turning Point
Despite these challenges, I started to see the beauty of TypeScript. Here's why it’s awesome:
- **Static Typing:** TypeScript catches errors early, which saves you from a lot of runtime headaches.
- **Better Code Quality:** Explicit type definitions make your code more readable and maintainable.
- **Easy Refactoring:** Refactoring becomes safer because TypeScript catches type-related issues before they become a problem.
#### A Piece of Advice
From one learner to another, get your hands dirty as you are learning. Simply learning concepts will give you the confidence that you understand them, but putting them into practice is where true understanding happens. You will encounter situations that reveal gaps in your knowledge and force you to learn deeply.
#### Conclusion
Learning TypeScript was a game-changer for me. It improved my code quality and overall development skills. Moving forward, I’m definitely sticking with TypeScript for my projects. So, if you’re considering it, dive in. Yes, you’ll make mistakes, but that’s all part of the journey. Trust me, you won’t regret it.
Helpful Resources
[Typescript Handbook](https://www.typescriptlang.org/docs/handbook/intro.html)
[YouTube Video 1](https://www.youtube.com/watch?v=30LWjhZzg50)
[YouTube Video 2](https://m.youtube.com/watch?v=d56mG7DezGs)
Hit the ❤️ If you enjoyed this post, and you can connect with me on [LinkedIn](https://www.linkedin.com/in/bridget-amana/) and [Twitter](https://twitter.com/BridgetAmana) | bridget_amana |
1,923,059 | AWS UG Deep Talk: Summary of key points from an in-depth conversation with nine Chinese IT practitioners | Danny Chan speaking AI topic in AWS User Group (Shen Zhen, China) on 2024-07-06 More Photos of AWS... | 0 | 2024-07-14T12:10:00 | https://dev.to/aws-builders/aws-ug-deep-talk-summary-of-key-points-from-an-in-depth-conversation-with-nine-chinese-it-practitioners-27ma | _**Danny Chan**_ speaking AI topic in AWS User Group (Shen Zhen, China) on 2024-07-06
[More Photos of AWS COMMUNITY DAY in Shen Zhen](https://m.alltuu.com/album/2341601679/?menu=live)
[[Chinese Version] - AWS China UG Deep Talk:与八位IT从业人的深度对话要点总结 ](https://dev.to/kennc/aws-china-ug-deep-talkyu-ba-wei-itcong-ye-ren-de-shen-du-dui-hua-yao-dian-zong-jie-4fmh)
---
## 1. Traditional IT embraces the GenAI wave - Boss Mu
"Founder's Leadership Sharing" Business Strategy of an IT Company
- "Asset-light, fast-cycle, stable cash flow" IT company leverages GenAI to develop larger application scenarios.
- "Asset-light + fast cycle + stable cash flow" has two business advantages: replicability and ease of promotion. After completing a project, GenAI can be sold to other buyers in the same type of industry, attracting new buyers through word-of-mouth marketing among industries, and thus accumulating into an "industry solution.
- This kind of industry solution has the characteristics of "short business and shallow domain knowledge", such as debt companies and dentist companies.
- AI scenarios can be developed in one of the pain points of a long business. For example, since many Chinese SME factories in China are not fully digitized, there is a disconnect between "manufacturing" and "sales". Therefore, AI can only cut into one of the pain points of the long factory production chain, for example, is only to assist the sales staff to predict the shipment volume of the next quarter, and so on.
- Promote knowledge sharing in the team. Since only by improving the overall knowledge level of the team can we embrace the AI wave to develop new business, employees are encouraged to participate in industry sharing activities, such as AWS User Groups.
- Employees' ability to master time is important. Since each task is different in importance and time-consuming, it is important to choose the most important tasks first and evenly allocate time for each session to deliver a complete result.
## 2. Empowering AI in Childhood Education - Miss Xi
"AI Scenarios for childhood education" zero code AI products are still tools for domain experts.
- Currently, AI product tools are still not easy to use. Even though Baidu and Tencent have launched zero code AI products for the general public, it is still difficult to create AI products with specialized domain knowledge.
- The user interface is not easy to use. Because family early childhood education is a multi-clerical scenario, although it is very suitable to use AI to help, but the process of entering information in the UI is still not friendly.
- Model performance is hard to understand. Because zero code AI products do not have a visual model performance page, plus can not read the model data, so the public can not understand how to use.
## 3. Financial Data Analytics BI to AI Products - Miss Hai
"When Financial BI Meets Traditional Finance in Hong Kong" - Miss Hai (Q)
_<u>Miss Hai</u>_ (Q): Is traditional finance passively accepting AI transformation because of catching up with the AI wave?
_<u>Mr Kuang</u>_ (A): As traditional financiers, we embraced AI more than 10 years ago, but financial scenarios where AI can be applied are rare, so only in the last two years when AI technology has been perfected can we get through to the financial scenarios on the ground.
_<u>Miss Hai</u>_ (Q): So what financial scenarios can AI be applied to.
_<u>Mr Kuang</u>_ (A): Mainly in text-based financial scenarios, such as news sentiment analysis, research report attitude analysis. But these financial AI scenarios have existed for many years, only in the past two years AI technology has become more perfect, such as a large model with 650,000 parameters, in order to realize the AI fantasy scenarios of ten years ago.
## 4. Member of PhD research team, The University of Hong Kong - Mr Xu
"Business coordinator of the cross-sector "Lab Project Sharing on the Ground
- You need to know the "business logic" of your field, but you should leave the research and development process to the field experts. It is a waste of your time to learn because you can't do it by yourself, but it is a waste of your time.
- It is more of coordinating resources, but first of all, you should understand the "business logic" of the field, so that you can better coordinate the resources.
- I have worked on AI, financial and medical projects. Adopted group thinking, enjoying the 'brand reputation' advantage even though the three are completely independent projects.
## 5. Side hustle as a serial entrepreneur - Mr Li
"Work Life Balance Sharing": The balance between a full-time worker and a side hustle entrepreneur, the balance between two sides of life.
- China's VC competition emphasizes more on business logic, even in the public interest track, it still focuses on business logic and application scenarios.
- Hong Kong's VC competition allows for more innovation, but China's focus on business logic undermines innovation.
- I work for a foreign-owned global logistics company, which allows me to work remotely, so I have more time to be an entrepreneur.
- Have done AI novel generation video project, AI chat robot project. For the financial chat robot, only focus on the application scenario development, and leave the professional financial domain knowledge to the professional financial people.
## 6. AI Entrepreneur - Mr Jack
"AI product commercialization sharing" VC funds and investors are two different ways of playing the game.
- VC funds just help the first stage of product landing, but the support for commercial realization is not enough, so it's more of a learning stage.
- Prioritize building a good relationship with investors. Since investors are the biggest VIP users, we should prioritize the investors' point of view and build a good relationship with them.
## 7. Senior Solution Engineer - Mr. Zhang
"GenAI Concept Project Technology Sharing" Multi-Round Dialogue Project with Multiple AI agents
- We need a moderator AI agent because multiple AI agents have the following problems: (1) No common goal. (2) speak in random order. (3) they don't know what they are saying to each other.
- Therefore, the role of the moderator agent is hidden behind the scenes: (1) Define each agent's identity. (2) pre-input the knowledge base to the group. (3) define the common goal. (4) control and coordinate the flow of the presentation. (5) controlling and coordinating the flow of presentations. (6) broadcasting the conversation.
- But there are still some limitations: (1) If the AI agent proposes wrong content, the moderator can't correct it, which leads to the failure of the whole process.
## 8. Marketing Planner - Miss Nan
"Industry Experience Sharing" Game Publishing, TikTok E-commerce
- "Game Publishing" means helping to match studios and marketing resources.
- Small, medium, and large game studios all need game publishers to help them connect with marketing resources. The value point of "Game Publishing" is human resources, and the profit point is X% commission.
- The essence of "TikTok E-commerce" is to sell traffic conversion rate. For example, XX Games spends 70 million dollars on TikTok advertisements, which is to buy the traffic conversion rate, and the goal is to guide users to take actions through TikTok advertisements, such as downloading games and buying goods.
- "TikTok E-commerce" has a lot of user data and operational data, so it is necessary to analyze which traffic is the most efficient and valuable, and how to improve the profitability of the business forecast.
## 9. Front-end Developers Transition to Marketing Planning - Miss Ya
"Female Developers' Dilemma in "Sharing the Female Workplace Environment
- Female developers are still being treated unfairly.
- First, the culture of front-end involution. Due to the large number of front-end developers and the complexity of tasks, important tasks are given to male developers, resulting in no promotion opportunities for female developers.
- Secondly, women's life in the workplace is short. Because in China, married women are mainly housewives, and even if they return to the workplace, they are regarded as lacking work experience.
- Third, the instability of women in the workplace. Because women have maternity leave, maternity leave, etc., executives do not want to hire female developers who may leave their positions vacant.
- The reason for the transition from front-end developer to marketing is not only the culture of the industry, but also the fact that the Chinese workplace is not friendly to women.
---
## Developer Ecosystem Viewpoint:
**1. How to see 996 culture?**
<u>_Boss Mu_</u>: Never asked employees to work overtime, more like hoping employees have excellent time control ability to finish their work more efficiently. For example, some of the work that is internal to the company can be reordered in terms of importance rather than solved by working overtime.
<u>_Mr Zhang_</u>: If there is a project delivery, occasionally it is limited overtime. The most important thing is the completion of the project. For example, for exhibitions, you need to do the site layout, hardware debugging, docking with the team, etc. early.
**2. How to see the eight-legged culture?**
<u>_Boss Mu_</u>: will not assess the eight-legged text, more assessment of the actual work ability, such as is how many development languages and tools, how much development experience, etc..
<u>_Mr Li_</u>: Playing workers have the need to memorize the eight-legged text, due to the peer competition, so can only rely on the eight-legged text to compete for the fight.
---
## Editor
Danny Chan, AWS community builder (Hong Kong), specialty of FSI and Serverless
Kenny Chan, AWS community builder (Hong Kong), specialty of FSI and Machine Learning
| kennc | |
1,923,060 | Unlock Your App's Potential with Expert React Native Development Services | In today's digital age, having a mobile app is no longer a luxury but a necessity for businesses... | 0 | 2024-07-14T10:43:38 | https://dev.to/john127/unlock-your-apps-potential-with-expert-react-native-development-services-n6e |

In today's digital age, having a mobile app is no longer a luxury but a necessity for businesses looking to stay competitive. As consumer behavior increasingly leans towards mobile usage, ensuring that your app stands out and performs seamlessly across various devices is crucial. This is where [React Native development services](https://hubextech.com/react-native-app-development-services) come into play. Leveraging the power of React Native can unlock your app's full potential, providing a cost-effective, high-performance solution for cross-platform mobile app development. Here’s why you should consider expert React Native development services for your next app project.
**The Power of React Native
React Native, developed by Facebook, is an open-source framework that allows developers to build mobile apps using JavaScript. Its primary advantage is the ability to write code once and deploy it on both iOS and Android platforms. This cross-platform capability not only speeds up the development process but also significantly reduces costs. Here are some key benefits of React Native:
Code Reusability:
React Native allows for a significant portion of code to be reused across different platforms. This means you can maintain one codebase, resulting in faster development times and lower maintenance costs.
Performance:
Unlike other cross-platform solutions, React Native delivers near-native performance. It uses native components and modules, which ensure that the app runs smoothly and efficiently.
Community and Support:
With a large and active community, React Native offers a wealth of resources, libraries, and tools that can help solve common [development company](https://hubextech.com/) challenges. This support network ensures that the framework is continuously improving and evolving.
Flexibility and Scalability:
React Native’s architecture is highly flexible, making it easy to scale your app as your business grows. Whether you need to add new features or adapt to changing market demands, React Native can handle it.
Conclusion
In an increasingly mobile-first world, having a high-quality, cross-platform app is essential for business success. React Native offers a powerful solution for developing apps that perform seamlessly on both iOS and Android devices. By partnering with expert React Native development services like Hubextech, you can unlock your app’s full potential and provide an exceptional user experience. Contact us today to learn more about how we can help you achieve your mobile app goals and stay ahead of the competition. | john127 | |
1,923,061 | The Struggles of Manual Project Timeline Visualization | As a project manager, I often face the daunting task of visualizing project timelines. Creating... | 0 | 2024-07-14T10:55:47 | https://dev.to/xuho/the-struggles-of-manual-project-timeline-visualization-f9k | sideprojects, management, startup, buildinpublic |

As a project manager, I often face the daunting task of visualizing project timelines. Creating Gantt charts manually from extensive task lists is not only time-consuming but also prone to errors. Here are some common pain points I encounter:
- Time-Consuming Process: Building Gantt charts manually takes up a significant portion of my time. This time could be better spent on other critical project management activities.
- Accuracy Issues: With numerous tasks to manage, ensuring each task is accurately represented on the Gantt chart becomes challenging. One small mistake can throw off the entire timeline, leading to confusion and potential project delays.
- Frequent Updates: Projects are dynamic, and timelines often need adjustments. Manually updating Gantt charts can be tedious and increases the risk of errors.
- Coordination and Communication: Explaining the project timeline to team members and stakeholders can be difficult, especially when changes occur frequently. Ensuring everyone is on the same page requires clear and accurate visual representations.
## Introducing Smart Gantt: My Solution to Effortless Project Timeline Management
Smart Gantt is designed to alleviate these pain points by automating the process of creating and managing Gantt charts. Here’s how it helps:
### Automated Gantt Chart Creation
By simply providing a list of tasks, roles, priorities, and estimated completion times, Smart Gantt automatically generates a clear and accurate Gantt chart. This saves me valuable time and ensures precision.
### Real-Time Updates
Smart Gantt allows for easy adjustments to tasks and timelines. Any changes are instantly reflected in the Gantt chart, maintaining accuracy and reducing the risk of errors.
### User-Friendly Interface
The intuitive interface makes it easy to visualize my project timeline, ensuring all team members and stakeholders can quickly understand the project’s progress and any changes.
### Enhanced Coordination
With clear and accurate Gantt charts, communicating project timelines becomes straightforward. Team members know exactly when tasks are due, and stakeholders are kept in the loop with up-to-date information.
### Priority and Role Management
Smart Gantt allows me to assign tasks based on roles and priorities, ensuring that the most critical tasks are completed first and by the right people.




By automating the Gantt chart creation process, Smart Gantt not only saves time but also enhances accuracy and efficiency. Say goodbye to the tedious manual work and focus on what truly matters - delivering your project successfully and on time.
You can checkout my product at: https://smartgantt.net/
| xuho |
1,923,065 | Elevate Your eCommerce Experience: Discover VeloShop an Innovative Wix-Powered Platform! | This is a submission for the Wix Studio Challenge . What I Built Wix Website :... | 0 | 2024-07-14T13:57:03 | https://dev.to/dailydev/elevate-your-ecommerce-experience-discover-veloshop-an-innovative-wix-powered-platform-4jf5 | devchallenge, wixstudiochallenge, webdev, javascript |
*This is a submission for the [Wix Studio Challenge ](https://dev.to/challenges/wix).*
## What I Built
Wix Website : https://adixander07.wixstudio.io/veloshop/login
Login Credentials:
Email: nostalgicsatoshi7@imcourageous.com
Password: test
**If you wish to see all functionalities of VeloShop try to see the Bottle Product having all functionalities as I did not feed ProductData for all Products for now.**
Initial Wireframe : [Figma Link](https://www.figma.com/design/hnNic6Z8EIbvF7ZrqQlcrQ/Untitled?node-id=0-1&t=JXYb5EM6rTUo0vE1-1 )
### VeloShop
This project aims to create an innovative eCommerce experience using Wix Studio, leveraging Wix's APIs and libraries to enhance user experience. The platform includes a dynamic product page, custom cart implementation, Authentication and an AI-powered custom T-shirt generator, providing users with a seamless and interactive shopping experience.
### Key Features
- **Registration and Login Process**: The registration and login process is implemented using the Wix Members API, providing seamless user authentication and management And Protecting all pages if you are not authenticated.
- **Home Page**: The home page is designed using the Wix Members API to display member-specific content and dynamically update media sources. It showcases testimonials with navigation and handles member authentication by redirecting non-members to the registration page.
- **Catalog Page**: The catalog page leverages the Wix Data API to filter and sort products by category and price, binding product data to a repeater for easy browsing. It handles navigation to product detail pages and retrieves product data from collections.
- **Contact Page**: The Contact Page was designed directly into wix Studio Connecting it to Contact Collection that is use for storing all the people who contacted the admin.
- **Subscribe Page**: The subscribe page employs the Wix Data API , Wix CRM API and Triggered Emails to allow users to subscribe to newsletters by entering their email. It stores subscriber information in the Wix Collection and sends triggered emails to users confirming their subscription, enhancing user engagement and communication.
- **Dynamic Product Page**: The dynamic product page, built using the Wix Stores Frontend API, displays detailed product information, including descriptions, prices, SKUs, ribbons, and media items. It allows users to add products to the cart with specified options, load and display product reviews, and handle review form submissions.
- **Custom T-shirt Page**: The custom T-shirt page integrates the Wix Data API and Replicate API to enable users to generate custom T-shirt designs using AI models. It stores generated images in the 'AIImage' collection and displays them on the custom T-shirt page, allowing users to create and view unique designs easily.
- **Custom Cart**: The custom cart feature, implemented using Velo by Wix, allows for a highly personalized shopping cart experience. Users can add products, view item details, update quantities, and proceed to checkout seamlessly. This custom solution ensures flexibility and enhanced user control over their shopping experience.
- **Chatbot**: The custom Chatbot feature implemented using Yourgpt.ai and trained on wix sites to give personalized responses based on user's input.
## Demo
Try It out Now : https://adixander07.wixstudio.io/veloshop/login
Login Credentials:
Email: nostalgicsatoshi7@imcourageous.com
Password: test
If you wish to see all functionalities of VeloShop try to see the Bottle Product having all functionalities as I did not feed ProductData for all Products for now.
In The video the AI Image is not generated because of this as I published my code on github the token was disabled but now i have changed token and you can use it.

{% embed https://youtu.be/_p746QcUBME %}
**Some of the files on github are empty as I did not use custom templates of wix store and members**
{% embed https://github.com/AdityaGupta20871/veloshop
%}






## Development Journey
My development journey began two days after the challenge announcement. To organize my thoughts and vision for the website, I started by creating a wireframe on Figma. This initial step helped me to clearly define what I wanted to achieve with my website. Then, I moved on to developing on Wix Studio, initially installing Wix Stores and Members to leverage their prebuilt collections.
As my journey progressed, I began using my own collections, becoming comfortable with features like the Multireference Field. For the APIs, I started with the Auth APIs and then transitioned to using Wix Data for displaying product data. This was followed by implementing the Stores API to display products and a custom cart.
I initially intended to use the eCommerce API but due to some errors and time constraints, I decided to stick with the Stores API, which allowed only the admin to add products. Then, I had the idea of creating custom T-shirts with AI-generated images. I was inspired by Ania Kubow's YouTube video on ChatGPT, but I faced the obstacle of having no credits left in my OpenAI account.
That's when I discovered Replicate, which offers free usage for a limited period. I ran the AI-forever/kadinsky model on it and created the custom T-shirt page, although much work is still pending, like the add-to-cart feature. I used Wix Secrets to store the API key for Replicate. Additionally, I set up triggered emails and a subscribe page that sends an email to users who subscribe.
Throughout this journey, I faced numerous errors, but Anthony was incredibly helpful with his expertise on Wix, and I owe him a huge shoutout for conducting this challenge and guiding a complete beginner like me in creating a wonderful Wix website. This is my third dev challenge, and here are the links to my previous projects.
🛠️ Development Milestones:
- Figma wireframing
- Initial setup with Wix Stores and Members
- Transition to custom collections and fields
- Auth API, Wix Data, and Stores API implementation
- Custom cart development
- AI-generated custom T-shirt page using Replicate
- Triggered emails and subscribe page setup
- AI Chatbot implemented using yourgpt.ai
👨💻 Shoutout to @anthonywix and WixWiz YT channel : Thanks for your superpowers and guidance throughout this challenge!
🚀 Previous Dev Challenges: [GymBuddy](https://dev.to/dailydev/empowering-fitness-with-twilio-your-personal-gymbuddy-for-seamless-communication-and-progress-tracking-147i) [Yogify](https://dev.to/dailydev/yogify-your-yoga-community-builder-app-jb5)
<!-- Which APIs and Libraries did you utilize? -->
- Wix Members API: Used for implementing the registration and login process.
- Wix Data API: Utilized for displaying product data and managing collections.
- Wix Stores API: Employed for displaying products and implementing a custom cart.
- Wix Secrets: Used to securely store the API key for Replicate.
- Replicate API: Used for generating AI images for the custom T-shirt page.
- Wix Location API: Used for handling navigation and URL routing.
- Wix CRM API: Utilized for triggered Emails.
- Wix Ecommerce: Tried Transitioning from wix stores to e-commerce api.
<!-- Don't forget to add a cover image (if you want). -->
<!-- Thanks for participating! → | dailydev |
1,923,066 | Tailwind Catalyst: Getting Started with Tailwind's React Toolkit | What is Tailwind Catalyst? Tailwind Catalyst is a powerful toolkit designed to streamline... | 0 | 2024-07-14T11:11:13 | https://codeparrot.ai/blogs/tailwind-catalyst-getting-started-with-tailwinds-react-toolkit | tailwindcss, catalyst, react, toolkit |
## What is Tailwind Catalyst?
Tailwind Catalyst is a powerful toolkit designed to streamline the integration of Tailwind CSS with React applications. Functioning as a link between React components and Tailwind's utility-first CSS framework, it makes the process easier. Tailwind Catalyst offers pre-built components, themes that may be easily customized, and seamless connection with the React ecosystem to improve development efficiency.
Because of its utility-first philosophy, Tailwind CSS has become incredibly popular, giving developers an alternative to using standard CSS to style their applications. Instead, developers work more quickly and effectively by using predefined classes straight in their HTML. However, there are situations when merging Tailwind CSS with React can be difficult. Tailwind Catalyst helps with this by offering a toolkit that streamlines and expedites the development process.
## Getting started
Catalyst is not a dependency you install in your project. Instead you download the source and copy the components into your own project where they become the starting point for your own component system.
Before starting, make sure you have a Tailwind CSS project set up that you can use with Catalyst. To download Catalyst, visit [this website](https://tailwindui.com/templates/catalyst/download) and use your Tailwind UI account to access the download.
Then, unzip `catalyst-ui-kit.zip` and copy the component files from either the `javascript` or `typescript` folders into wherever you keep components in your own project.
### Installing dependencies
Next install the dependencies used by the components in Catalyst:
```bash
npm install @headlessui/react framer-motion clsx
npm install tailwindcss@latest
```
### Framework integration examples
By default, the `Link` component in Tailwind Catalyst renders a plain HTML `<a>` element. The example below can show you how to update your `Link` component to use the `Link` component provided by your framework or routing library.
**Integrating with Next.js**
Update your `link.jsx` or `link.tsx` file to use Next.js's `Link` component:
```typescript
import * as Headless from '@headlessui/react'
import NextLink, { type LinkProps } from 'next/link'
import React, { forwardRef } from 'react'
export const Link = forwardRef(function Link(
props: LinkProps & React.ComponentPropsWithoutRef<'a'>,
ref: React.ForwardedRef<HTMLAnchorElement>
) {
return (
<Headless.DataInteractive>
<NextLink {...props} ref={ref} />
</Headless.DataInteractive>
)
})
```
### Fonts and Icons
Catalyst uses the `Inter` font by default. To use it in your project, look for ways to add custom fonts depending on your project framework. If the framework you are using doesn't have a recommended way to add custom fonts, you can use the `<link>` tag in your HTML file to add the font.
```html
<link rel="stylesheet" href="https://rsms.me/inter/inter.css" />
```
Then add `"Inter"` to your `"sans"` font family in your `tailwind.config.js` file:
```javascript
// tailwind.config.js
const defaultTheme = require('tailwindcss/defaultTheme')
module.exports = {
theme: {
extend: {
fontFamily: {
sans: ['Inter', ...defaultTheme.fontFamily.sans],
},
},
},
// ...
}
```
Cataylst also uses the `Heroicon` set of icons. To use them in your project, you can install them via npm:
```bash
npm install @heroicons/react
```
Most components - like the `Button`, `DropdownItem`, and `ListboxOption` are designed to work best with the 16x16 size. So for these components import the icons you need for `@heroicons/react/16/solid`
```typescript
import { Button } from '@/components/button'
import { PlusIcon } from '@heroicons/react/16/solid'
function Example() {
return (
<Button>
<PlusIcon />
Add item
</Button>
)
}
```
`NavbarItem` and `SidebarItem` components are designed to work best with the 20x20 size. So for these components import the icons you need for `@heroicons/react/20/solid`
```typescript
import { SidebarItem, SidebarLabel } from '@/components/sidebar'
import { HomeIcon } from '@heroicons/react/20/solid'
function Example() {
return (
<SidebarItem href="/home">
<HomeIcon />
<SidebarLabel>Home</SidebarLabel>
</SidebarItem>
)
}
```
## Major components
Catalyst supports a wide range of components that can be used in your project. Here are some of the major components:
- **`Alert`**: An alert component that can be used to display messages to the user.
- **`Button`**: A button component that can be used to trigger actions.
- **`Dialog`**: A dialog component that can be used to display a dialog box.
- **`Dropdown`**: A dropdown component that can be used to display a list of options.
- **`Navbar`**: A navbar component that can be used to display a navigation bar.
Catalyst also introduces Layout components that can be used to create a consistent layout across your project. These include:
- **`Sidebar`**: A sidebar component that can be used to display a sidebar.
- **`Stacked Layout`**: Includes a responsive tab switching navigation bar and a content area. Also a sidebar for mobile devices.
Catalyst also supports dark and light themes that can be easily customized to match your project's design.
## Pricing
Tailwind Catalyst is available for free to Tailwind UI customers. If you are not a Tailwind UI customer, you can purchase a license for Tailwind UI to access Catalyst. Tailwind UI offers a wide range of components and templates that can be used to build your project.
Every template includes free updates, and can be used on unlimited projects — both personal and commercial.
**Catalyst toolkit**
The Catalyst toolkit costs around **$149** plus local taxes. This includes a license for Tailwind UI and access to the Catalyst toolkit.
Features:
- **Unlimited projects** — buy once and use this template for as many projects as you need, both personal and commercial.
- **Free updates** — any updates we make to the template are included with your original purchase.
- **Simple .zip file** — templates are delivered as a simple archive you can unzip and start playing with right away.
**All access**
The All Access plan costs around **$299** plus local taxes. This includes a license for Tailwind UI and access to all templates and components.
Features:
- **Every site template** — beautifully designed, expertly crafted website templates built with modern technologies like React and Next.js.
- **Over 500+ components** — everything you need to build beautiful application UIs, marketing sites, ecommerce stores, and more.
- **Lifetime access** — get instant access to everything we have today, plus any new components and templates we add in the future.
## Conclusion
Tailwind Catalyst is a powerful toolkit that streamlines the integration of Tailwind CSS with React applications. By providing pre-built components, themes, and seamless integration with the React ecosystem, Catalyst helps developers build applications more efficiently.
You can get a live preview of Catalyst [here](https://catalyst.tailwindui.com/).
With a wide range of components and layouts, Catalyst can be used to create a consistent design across your project. If you are a Tailwind UI customer, you can access Catalyst for free. Otherwise, you can purchase a license for Tailwind UI to access Catalyst. With free updates and unlimited projects, Catalyst is a great choice for developers looking to enhance their web development workflow.
| harshalranjhani |
1,923,091 | Alpha Wolf Gear - Adventure Sports eCom on Wix Studio | This is a submission for the Wix Studio Challenge . What I Built I created an innovative... | 0 | 2024-07-14T11:20:51 | https://dev.to/maveristic/alpha-wolf-gear-adventure-sports-ecom-on-wix-studio-17d5 | devchallenge, wixstudiochallenge, webdev, javascript | *This is a submission for the [Wix Studio Challenge ](https://dev.to/challenges/wix).*
## **What I Built**
I created an innovative and interactive eCommerce experience using Wix Studio. The project includes several features designed to enhance the user experience on an eCommerce platform. These features include a dynamic product showcase, wishlist functionality, product reviews, product shuffling, and a custom products page with a unique design approach. Below is a detailed overview of each feature and how they were implemented.
## **Demo**
https://maveristic.wixstudio.io/aplha-wolf-gear

















## **Development Journey**
Leveraging Wix Studio's JavaScript development capabilities, I developed various features to create a seamless and interactive eCommerce experience.
**1. Dynamic Product Showcase Section for Wireless Earbuds**
This section allows users to select from four color options (black, blue, green, and red) for wireless earbuds. The background color of the section changes based on the selected color, and users can add the product directly to their cart.
**Code Overview:**
- Fetching product details using wixData.get from the Stores/Products dataset.
- Displaying product details dynamically.
- Setting up color options using a repeater and handling color selection to change the background color and update the product image.
- Adding the product to the cart using the cart.addProducts API from wix-stores.
**2. Wishlist Functionality**
Users can add products to their wishlist and view their wishlist items. The wishlist is personalized for each user and dynamically displays the products they have added.
**Code Overview:**
- Querying the products-wishlist collection to fetch wishlist items for the current user.
- Filtering the Stores/Products dataset based on the fetched product IDs.
- Displaying wishlist items in a repeater and handling actions such as removing items from the wishlist.
**3. Product Reviews**
Users can submit reviews for products, including a rating (via emoji) and review text. Reviews are displayed dynamically for each product, with the ability to store and retrieve reviews from the ProductReviews collection.
**Code Overview:**
- Submitting reviews with ratings and review text.
- Fetching and displaying reviews for each product.
- Handling user interactions with the emoji repeater for rating.
**4. Product Shuffling Section**
This unique section allows users to shuffle through products randomly. Users can start and stop the shuffling process, and four random products are displayed at a time. This creates an engaging and dynamic product browsing experience.
**Code Overview:**
- Shuffling products from the Stores/Products dataset and displaying them in a repeater.
- Implementing start and stop functionality for the shuffling process.
- Dynamically updating the repeater data to show random products.
**5. Custom Product Page**
A custom products page was created with a unique design approach. This page dynamically loads product details, including images, descriptions, pricing, and additional information. It also integrates color options, a shopping cart, and other interactive features to enhance the user experience.
**Code Overview:**
- Fetching product information using wixData.get from the Stores/Products dataset.
- Displaying product details including a dynamic image gallery, product options, and additional information sections.
- Handling user interactions such as selecting product options and adding items to the cart.
## **Challenges Faced**
**1. Setting Up the Wishlist**
We faced a specific challenge in setting up the wishlist as we were not able to create a reference field in the dataset. To overcome this, we stored the Product ID in a text field and then converted it to a string. We fetched the product ID from the Stores/Products dataset to add the product to the user's wishlist catalog.
**Solution:**
By storing the Product ID as a string in the products-wishlist dataset and then using this string to filter and match products in the Stores/Products dataset, we were able to dynamically fetch and display the correct wishlist items.
**2. Handling Product Reviews**
Storing and displaying product reviews dynamically posed a challenge as we had to ensure that the reviews were correctly associated with the respective products. This was managed by storing the product ID as a text field in the ProductReviews dataset and matching it with the product ID from the Stores/Products dataset during the fetch operation.
**Solution:**
We ensured that the product ID was stored as a string in the reviews and matched it correctly during the fetch operation to display the relevant reviews for each product.
**3. Implementing Product Shuffling**
A unique challenge was to implement a product shuffling feature that dynamically displays random products in a repeater. Ensuring that the shuffling stops after a certain time or when a stop button is clicked was crucial for enhancing user interaction.
**Solution:**
By setting up an interval for shuffling products and allowing users to start and stop the shuffling process, we were able to create an engaging and dynamic browsing experience.
## **APIs and Libraries Utilized**
- Wix Data API: For fetching and updating product details, color options, wishlist items, and reviews.
- Wix Stores API: For managing the shopping cart and enabling direct purchase functionality.
- Wix Users API: For handling user authentication and personalizing wishlist and review functionalities.
- JavaScript: To handle interactions, update UI elements dynamically, and manage the overall functionality of the eCommerce platform. | maveristic |
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