teleren/devto huggingface dataset:
Discover the latest styles in sweatshirts for toddlers, boys, and girls
Published: 2024-07-11 09:50:41

Stylish Sweatshirts for Toddlers
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Discover Top-Notch Car Cleaning Services Near You
Tags: carcleaningnearme, 5kcarcarechennai, carcareservice, tefloncoatingforcar
Published: 2024-07-11 09:52:16

When it comes to keeping your car in pristine condition, finding a reliable and high-quality car cleaning service near you is essential. For residents in Chennai, 5K Car Care stands out as a premier choice for comprehensive **["car care services"](https://www.5kcarcare.com/special-treatment.php)**. From standard car washing to advanced Teflon coating, 5K Car Care offers a range of services designed to maintain your vehicle's appearance and longevity.
Comprehensive Guide to Amazon Rekognition: Features, Benefits, Use Cases, and Alternatives
Tags: aws, ai, machinelearning, python
Published: 2024-07-11 09:52:55

This guide will delve into the core features of Amazon Rekognition, explore the myriad benefits it offers, and highlight real-world use cases across different industries. Additionally, we will compare Rekognition with alternatives like Luxand.cloud, providing insights into why businesses might choose one over the other. Whether you're a developer looking to integrate face recognition into your app, or a business seeking to enhance security and customer experience, this comprehensive guide will equip you with the knowledge to make informed decisions about leveraging visual recognition technologies.

Learn more here: [Comprehensive Guide to Amazon Rekognition: Features, Benefits, Use Cases, and Alternatives](https://luxand.cloud/face-recognition-blog/comprehensive-guide-to-amazon-rekognition-features-benefits-use-cases-and-alternatives/?utm_source=devto&utm_medium=comprehensive-guide-to-amazon-rekognition-features-benefits-use-cases-and-alternatives)
How do I complain on Shopsy?-8167..845548..
Tags: javascript, beginners, programming, webdev
Published: 2024-07-11 09:54:00

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How do I complain on Shopsy?-8167..845548.
Tags: react, python, productivity
Published: 2024-07-11 09:55:04

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What is MUI? (Including Pros and Cons)
Tags: design, css, animation
Published: 2024-07-11 10:02:29

If you are a developer but you want to add designs and animations to your app, then you should use MUI or Material UI.

Why? It’s one of the powerful React UI frameworks that has a design language. What’s more,is that it was created by Google in 2014. And it’s not just a basic design app. It has a lot of designs, animations, grid systems, as well as lighting effects.

Apart from React.js, you can also use it with Angular.js and Vue.js. It follows the principles of Material Design. The MUI widget library has lots of buttons to help you make everything from buttons to data tables.

So, is there any prerequisite for MUI? Well, you need to have a code editor. Not only this, you should also have some knowledge of developing React apps.

Although, as of now, not a single major company has disclosed whether they use MUI or not. But, OpenClassrooms and QuintoAndar, to name a few, use it.

But why are developers using it, and what are the pros of using it? Well, MUI has the following pros:

1. Easily accessible themes from the component props. This eliminates the need to search for them.
2. Clear consistency in UI.
3. Fast performance.
4. Compatibility with any theme.

Now, the bigger question is how to install it. Well, just install it using the npm package by writing,

npm install @material-ui/core

And tada!

But for beginners, is MUI hard to learn? Well, no.

This is because its documentation is way too detailed. They have lots of use cases of their library as well. So, it’s really useful to learn using all their documentation. But this doesn’t mean that MUI doesn’t have any cons.

The bundle size of MUI is large. This is probably because of the comprehensiveness of its component collection. At times, some also feel like MUI also puts unnecessary design constraints.
Dr Sanket Ekhande
Tags: plasticsurgeon, cosmeticsurgeon, healthcare, javascript
Published: 2024-07-11 10:07:30


![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/7gypkyp9xx3ape5astax.jpg)
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How to Easily Import Large SQL Database Files into MySQL Using Command Line
Tags: database, mysql, sql, productivity
Published: 2024-07-11 10:13:06

Importing large SQL database files into MySQL can seem daunting, but it's actually quite straightforward with the right command. In this post, we'll walk you through the process step by step.

## Step-by-Step Guide to Importing a Large SQL Database File into MySQL:

**1. Open Command Prompt**
Open your Command Prompt. You can do this by pressing `Win + R`, typing `cmd`, and pressing Enter.

**2. Navigate to the Directory Containing Your SQL File:**
Use the `cd `command to navigate to the directory where your SQL file is located. For example:

```
cd C:\Users\haseeb\Downloads

```

**3. Run the MySQL Import Command:**
Now, you can use the following command to import your SQL file into MySQL. Replace `root` with your MySQL username, `your_database_name` with your database name, and `db_backup_sql_file.sql` with your SQL file name.

```
mysql -u root -p your_database_name < db_backup_sql_file.sql

```
You'll be prompted to enter your MySQL password. Once you do, the import process will begin.

**3. Confirm the Import:**
After the command has executed, check your database to ensure all data has been imported correctly.

That's it! You've successfully imported a large SQL database file into MySQL using the command line.

Feel free to share your thoughts or ask any questions in the comments!

Follow us on [GitHub](https://github.com/haseebmirza) and [LinkedIn](https://www.linkedin.com/in/haseeb-ahmad-mirza/) for more tips and tutorials!
Elevate Your Blogging Experience Powerful Features
Tags: webdev, javascript, beginners, tutorial
Published: 2024-07-11 10:09:30

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```
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```

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Travel API Provider
Published: 2024-07-11 10:12:34

Are you a travel agency or DMC and searching for travel API provider to setup online travel booking platform? Travel ecommerce has grown several fold over the last decade and 55% of all the travel bookings are actually performed over IBEs and OTAs today. Travel APIs are a set of web services XMLs to access the airline contents, hotels, transfer, sightseeing contents in real time with availability & pricing. So if you are building an amazing travel booking platform or an app and looking for a third party travel api provider for access of web services - contact PROVAB today.

https://www.provab.com/travel-api-provider.html

![Image description](https://dev-to-uploads.s3.amazonaws.com/uploads/articles/l153eagxsfsdzk63bg1l.jpg)
Simplifying EU Customs for Developers with CFSP
Tags: productivity, learning, news, discuss
Published: 2024-07-11 10:26:43

For developers working in logistics, trade, or e-commerce within the EU, understanding Customs Freight Simplified Procedures (CFSP) can be a game-changer. CFSP allows authorised economic operators ([AEOs](https://www.gov.uk/guidance/authorised-economic-operator-certification)) to clear goods through customs using simplified procedures, saving time and reducing costs. This streamlined process enhances security and control over the movement of goods, benefiting both import and export operations.

## Key Import Procedures in CFSP

CFSP offers two primary procedures for import declarations:

Simplified Declaration Procedure ([SDP](https://www.icustoms.ai/blogs/customs-freight-simplified-procedures-cfsp/)): Products enter customs without immediate detailed declarations.
Entry in Declarant’s Records ([EIDR](https://www.icustoms.ai/blogs/entry-in-the-declarant-records-eidr/)): Goods are recorded first, with detailed data provided later.
Simplified Declaration Procedure (SDP)

Immediate Entry: Skip the detailed customs declaration upon release.
Versatility: Suitable for free movement, customs warehousing, internal procedures, and more.
Low-Value Imports: No need for additional declarations for low-value items.
Entry in Declarant’s Records (EIDR)

Deferred Data Submission: Goods can be introduced with minimal initial data, with full details provided within a month.
Wide Application: Applies to free movement, warehousing, end-use, inward/outward processing, and export.
Developer-Focused Requirements for CFSP

To leverage CFSP, businesses must have AEO status, meeting specific criteria:

AEO Status: Secure this by adhering to stringent security and safety standards.
Risk Management Systems: Implement robust systems to ensure compliance with EU regulations.
Continuous Compliance: Regular audits and inspections are essential.
Advanced IT Systems: Ensure your IT infrastructure can interface with national Customs IT systems for seamless electronic data exchange.
Advantages of CFSP for Your Business

CFSP simplifies the customs declaration process, reduces administrative burdens, and speeds up clearance times. This leads to lower costs and increased efficiency, making it a valuable asset for any business engaged in EU trade.
Dive Deeper into [full guide on CFSP](https://www.icustoms.ai/blogs/customs-freight-simplified-procedures-cfsp/) and Boost Your Efficiency!
Check Result 2024 Online
Tags: result, pakistan, matricresult, result2024
Published: 2024-07-11 10:19:25

[Result.pk](https://www.result.pk/) is best website to check your latest educational results online soon after announcement of class result for academic year 2024. Class results 2024 are updated immediately soon after declaration date & time, so students can see their 5th Class, 8th Class, Matric, Inter, Bachelors and Masters class result from all schools, colleges, boards, BISE, universities with ease online.
LeetCode Day31 Dynamic Programming Part 4
Tags: leetcode, java, algorithms
Published: 2024-07-11 10:22:51

# 494. Target Sum

You are given an integer array nums and an integer target.

You want to build an expression out of nums by adding one of the symbols '+' and '-' before each integer in nums and then concatenate all the integers.

For example, if nums = [2, 1], you can add a '+' before 2 and a '-' before 1 and concatenate them to build the expression "+2-1".
Return the number of different expressions that you can build, which evaluates to target.

 

Example 1:

Input: nums = [1,1,1,1,1], target = 3
Output: 5
Explanation: There are 5 ways to assign symbols to make the sum of nums be target 3.
-1 + 1 + 1 + 1 + 1 = 3
+1 - 1 + 1 + 1 + 1 = 3
+1 + 1 - 1 + 1 + 1 = 3
+1 + 1 + 1 - 1 + 1 = 3
+1 + 1 + 1 + 1 - 1 = 3
Example 2:

Input: nums = [1], target = 1
Output: 1
 

Constraints:

1 <= nums.length <= 20
0 <= nums[i] <= 1000
0 <= sum(nums[i]) <= 1000
-1000 <= target <= 1000
[Original Page](https://leetcode.com/problems/target-sum/description/)

Even though the backtracking is useful here we can use dynamic programming to solve this problem to achieve less time complexity. 

```
    public int findTargetSumWays(int[] nums, int target) {
        /**
        sum(neg) + sum(pos) = sum(nums);
        sum(pos) - sum(neg) = target;
        sum(pos) = (sum(nums) + target) / 2 
         */
        int sum = Arrays.stream(nums).sum();
        // that means the sum of the positive number is invalid, because the nums do not conclude float
        if((sum+target)%2 != 0|| Math.abs(target) > sum){
            return 0;
        }

        // here we find the summary of the positive numbers
        int pos = (sum + target) >>1;
        
        // dp[i][j] array means for each index element `i` (nums[i]), if we want to reach the sum of the positive number `j`, we will have how many methods   
        int[][] dp = new int[nums.length+1][pos+1];

        // if we want to reach 0 we will have 1 ways that means we choose nothing and there is nothing.
        dp[0][0] = 1;
        
        // if(nums[0] <= pos){
        //     dp[0][nums[0]] = 1;
        // }

        for(int i = 1; i <= nums.length; i++){
            for(int j=0; j<=pos; j++){
                if(nums[i-1] > j){
                    dp[i][j] = dp[i-1][j];
                }else{
                    dp[i][j] = dp[i-1][j] + dp[i-1][j-nums[i-1]];
                }
            }
        }
        // Arrays.stream(dp).map(Arrays::toString).forEach(System.out::println);
        return dp[nums.length][pos];       
        
    }
```

## Note

### 1, init the dp array is important especially here it is important to find out that the meaning of 0
BEP20 Crypto Token: Faster, Cheaper, Smarter!
Tags: cryptotoken, tokendevelopmentcompany
Published: 2024-07-11 10:31:42


Choosing the right token standard is crucial for the success of your cryptocurrency project. 

I've been thinking a lot about token standards lately, especially BEP20 Crypto Token. It's like choosing the right kind of foundation when you're building something solid. Let me tell you why **[BEP20 token development](https://www.clarisco.com/bep20-token-development)** might be the best choice for you.

Imagine you're planning a big party. You've got options for venues, caterers, and themes. It's exciting but also overwhelming, right? Now, think of BEP20 as the all-inclusive party package that just makes everything smoother and more enjoyable.

First off, BEP20 tokens run on the Binance Smart Chain (BSC). Think of BSC as the new hot spot in town, where all the cool kids hang out. It's faster and cheaper than Ethereum, which means you won't be stuck in long lines or paying through the nose for drinks. Transactions here are quick and affordable. This is perfect for when you want to get things done without breaking the bank.

Now, let's talk about compatibility. BEP20 tokens are like those universal remote controls that can sync with all your devices. They're designed to work seamlessly with the Ethereum Virtual Machine (EVM), which means they can easily interact with a ton of decentralized applications (dApps) that are already out there. It's like being able to use all your favorite party games without having to buy new ones.

Security? Oh, it's got you covered. The Binance Smart Chain has a solid reputation for being secure, and since BEP20 tokens adhere to a standard, you get the benefit of consistent and reliable security measures. It’s like having top-notch security guards at your party, ensuring everything goes smoothly.

Another thing I love about BEP20 is the community. You know how the vibe at a party can make or break the experience? Well, the BSC community is vibrant and growing. There's a sense of camaraderie and support, which means you’re not alone on this journey. If you run into any hiccups, there's always someone who’s been there, done that, and can help you out.

And let’s not forget about future-proofing. Choosing BEP20 is like picking a venue that’s constantly upgrading its facilities. Binance Smart Chain is evolving, and so is the BEP20 standard. This means you're investing in something that's not just good for today but is also set up for the future.

In a nutshell, BEP20 offers speed, cost efficiency, compatibility, security, a supportive community, and future growth. It's like having the ultimate party planner who ensures everything runs smoothly and everyone has a great time.

So, When you're thinking about your next move in the crypto space, consider BEP20 token development with a reliable **[Token Development Company](https://www.clarisco.com/token-development-company)**. It can be the ideal solution for your requirements!

Cheers to making smart choices and having a blast with your crypto journey!
DoLa and MT-Bench - A Quick Eval of a new LLM trick
Tags: ai, machinelearning, llm, genai
Published: 2024-07-11 10:36:01

Decoding by Contrasting Layers (DoLa) is a technique suggesting a different approach to calculating next token probabilities in a transformer. It is described [in this paper](https://arxiv.org/pdf/2309.03883). What is interesting is that without any changes to the model, it is possible to make a code change to the decoder part of the transformer and get a noticeable boost in the model's factual knowledge and fewer hallucinations.

A few days ago [a PR](https://github.com/huggingface/transformers/pull/29619) was merged into the Hugging Face Transformers library implementing this trick.

It happened that I had [MT-Bench](https://dev.to/maximsaplin/mt-bench-comparing-different-llm-judges-4nah) set up while tinkering with [1.6B](https://github.com/maxim-saplin/finetuning) model and conducting the evals. The LLM Judge relies on HF Transformers, so it was easy to do a quick trial of DoLa and see if it improves AI chatbot's overall performance (reasoning, coding, writing, etc.)

1. I installed the Transformers from sources (the new feature is not available at PiPY yet): `pip install git+https://github.com/huggingface/transformers`

2. Made a change to [gen_model_answer.py](https://github.com/lm-sys/FastChat/blob/main/fastchat/llm_judge/gen_model_answer.py) adding the `dola_layers` params
```python
output_ids = model.generate(
    torch.as_tensor(input_ids).cuda(),
    do_sample=do_sample,
    temperature=temperature,
    max_new_tokens=max_new_token,
    dola_layers='low'
)
```

3. Ran MT-Bench with the params commented out, set to `low` and `high`

Here're the results:
```
Mode: single
Input file: data/mt_bench/model_judgment/gpt-4_single.jsonl

########## First turn ##########
                                           score
model                               turn        
stablelm-2-brief-1_6b_r57_no_dola   1     4.8375
stablelm-2-brief-1_6b_r57_dola_low  1     4.6125
stablelm-2-brief-1_6b_r57_dola_high 1     3.9500

########## Second turn ##########
                                          score
model                               turn       
stablelm-2-brief-1_6b_r57_dola_low  2     3.700
stablelm-2-brief-1_6b_r57_no_dola   2     3.475
stablelm-2-brief-1_6b_r57_dola_high 2     2.825

########## Average ##########
                                       score
model                                       
stablelm-2-brief-1_6b_r57_dola_low   4.15625
stablelm-2-brief-1_6b_r57_no_dola    4.15625
stablelm-2-brief-1_6b_r57_dola_high  3.38750
```

As you can see, while first turn score went down, the second score actually improved. Yet the results can't be representative, from my experience MT-Bench can have 10% score variation between runs. Overall, if there're any effects, they are marginal.